{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=pd.read_excel('2020年1-12月份销售明细.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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om/3iiy/mesUiv5DgWQgh3LBak/FatxFSr/6RV5evoA4eBndZPK1Rl2NQMXHoqpXQRYvYl6em4bV2A9YOHW8oeA4ODiY2NpaAgADjj212NpuNjCyBvq+vL9u2bSMyMpIBAwYYf/jd/QHO/sdu8uTJPPzww9SqVYvTp0/j5+eHUoqLFy/SsGFDRo8e7RKo1qhRg9WrV1OnTh2nG3sOHjzIDz/8wNSpU11e9+zZs4SHh1O4cGGjDwkJCaxfv56XX34ZsAe39erVY9WqVcZ2VquVhIQE/Pz8jO1sNhteXl5uAzNHYFSoUCGnY+R4r4sWLXIKgrOrWbNmnsfMIeuJyKpVqzh8+DBdu3bl/vvvp06dOvTq1YtLly7RoEED5s6dy5YtWxg5ciQpKSn4+/sb+33ppZeIioqiUKFCbNu2jbCwsBz751CvXj3Onz9v7OPKlSvGFYCsrFYrkZGRRmbbEWyuWrWK559/HrB/T6Kiooxt4uLiePjhh11eU2vNK6+8wsiRI41AuUGDBjRq1IiJEycyduxYp/UTExNRSrkNcME+Kk5A5k232Y/x4sWLadu2Ld999x3dunVj48aNtGzZEm9vb5RSjBkzhj179vD9999TsGBBp23zmpkue3u/fv2YM2eO00lVYmKi07GMjY1l9erVNG3a1Fh28eJFBg8ezNSpUxk4cGCur5ndBx98wMaNG/Hy8uLYsWMefeYAr7zyCosXL6Z79+58+eWXxv8RCxcuZOjQobzwwgtutzt37hzvv/8+8+fPN35nmzZtSsuWLenRowe//PKL8VlklZqaytixY3n//feN13r88cd55513mD17Nr1793ZaPz4+PseTGoCMjAzjOOeHGQTzIsGzEEK4oVPi8drrqFfU6IQE1IFDaFseE0tZrbD/ILpmNVRQEKBQew9ga9UCfPLOHOdEKUVISEie62UNjLP/oXIEdUopJk6caAS/x48fd1rvyJEjzJw5kyeeeAKTyUR4eLjR1q9fPzp37szw4cOdtlm9ejVms5mHHnoIwCgTaN26Nbt376ZQoUJUrFiRtLQ0ihcvzu7duwGMgD5rJrx9+/Z07drV+AM8c+ZMvvnmG6fXO3HiBFWrVnXKsiYnJ2MymZwulVssFtLS0jCbzTd0p35GRoZxbB0nKenp6Zw7d86pxGTjxo0uwfmXX37JgAED2Lp1Kz169MDf3x+tNefOnSMqKorU1FQuXLhAnTp1WLNmDUWKFMHLywuTyWQczxkzZjgFaGAvAUlNTSU1NZUiRewna3/9dXXy3MmTJ7NgwQLWrFmTY9CSVWpqKn/++SctW7Y0lu3bt8/4eebMmWzYsMFlu88//5zY2FiXAG3SpEncf//9dO3a1SkI79ixIxs3bsxxnF6z2cxvv/3mts3Pz4/ffvsNk8nEr7/+SqdOnTh79uoUDqNHj6ZDhw60bt2a5cuXu0xu1qtXL5dgMKeSFj8/P7p3726UImzbto2uXbs6ZeMjIyOdjm1ycjJdunShefPmaK257777XN6n46qDI6MM9hNEk8mEr68vLVq0AOCLL75w+cwvXLhAamoq6enpxv8HH3/8Md9//z379+9nxIgRdOzYka+//poNGzYwaNAgli1b5nZce601ffv25cEHHzS+Zw6ffvopjRs3pl27dvzwww/G98vhzTffpGzZsjz++OPGMm9vbyZPnkz37t1p06aNU9a6du3anD171u1nrrXGbDYbZSN3AgmehRDCDa+9h8B8tVZVnT4Dtqu1ljq4ELp0SQgqBAlJqFPnUAlJ9kZb5vrV7rU/N1vw2nMQmkTcUJ+sVitms9nt5WWr1Up6errLGNZNmjTBZDJx5coVGjRoYCy/9957KVasGAA//vij0zZDhw51yVQCzJ8/n127drFnzx6XNl9fXyZOnMhbb73FihUrsFqteHl5UbBgQZ577jkaN24MwN69e1m8eLGxXU5Z9OyyZ6PKly/vEqQ2b96czp07OwVxS5YsoU+fPjc8xFXp0qUxm83ExsZSt25d6taty5QpU4yANytH8AP2IH/OnDkcOHCAwMBAli9fzpEjR4iPj2fo0KF88MEHHDx4kIULFxolEaNGjWLq1KmkpaXx7rvvEhISwpw5c9i+fbux3zp16jBy5Eg++ugjqlSp4hTkAqxbt47XXnuNYsWKGZfjHeLj4+nQoYNL/ezKlSspWbJkruUL2QPNXbt2MWzYMJYuXYqvry/79++nYsWK+Pj4ULlyZcaNG0e7du1Yt26dcXKU9QpCbhxZcYcBAwZw7733MnjwYAC2bt1KixYtnL6rBQoUYPHixTzwwAPMnDmTIUOGOO1j1qxZOZZtZHc9380CBQrwyiuv8NBDD+Hn58egQYM82ke/fv34+eefSUpK4vvvv2f37t3s2LGDOXPmGOvUq1ePESNGMHz4cNq0acPSpUsBeO6553jssccoWbIk3333HU8++SRRUVGkp6ezfPly6tSp4/Y1X331Vfbs2cO2bdtc2ooUKcK6deto164dVapUYcqUKfTo0QOA5cuXM3XqVGO7vXv3EhUVhVKKFi1a0LNnT9q2bcvq1auNUrMbvREyv5HgWQgh3PA6ehojTEjPQF2JM9p0cCF0jargCMiKhKALB8PuA0YAra7EodMzIDOz6nX0NDS5sT6tX7/eKTDLLjg4mLi4OKdlGzZsMMo2HCwWC23btjWCmazlFJ999hkHDhxg0KBBHDx40FgeHx/PCy+8wFdffeVSwwrQuHFjlixZQnR0ND4+PqSmphpBWGJiIpcvXzb2444jyAd7RnXLli3G5f6kpCSnm/Bycvz4ceM9OSQmJrpkza7HxYsX2blzJ3Xq1GHHjh1UqFCB9PR0Zs+e7ZTtt9lsTrWdb731FklJSZQsWZIXX3yRFi1asHXrVtLS0sjIyDACkKyXucePH8/48ePp3bs3Pj4+dOrUiWLFilGpUiVjnSFDhrgEhg6rV6/m0UcfpVixYk5Z0qz7P3nypMvyZs2aMWbMGObOnUvPnj0BqFChAufOnSMsLAyTyUTHjh2N9Y8cOULHjh0ZOnQozZo1A6BHjx60b9+et956C4DBgwezY8cOmjRpwuzZs42s9vTp03nvvffc9v/zzz93yYQ69tWpUyeOHDnCRx99xIYNG+jQoYPLeoUKFWLjxo1uJ0Pq2bOny8lBbjdTOjL3YL/6cOnSJafvWPYRZpRSFC1alBIlShASEuI2AM/IyKBZs2ZOgbHjRMZx/8EzzzxDq1atnDLGEyZMYMKECS77CwgI4PLlyyxcuJCff/6ZFStW8NBDD7Fu3ToGDhxI69atqVOnDhEREQQEBFC5cmV++OEHpk2bxhtvvJFrXfOXX37J+vXrSUqy/7/muHoyefJkKleujNlspmXLlrz99tv069cPgHfffZdHHnmExo0b880331CrVi3AXq/+9ddfu32dZcuWce+99+bYj/xGgmchhHBDxSXbbwLUGhUXj0LhKNjQpUteDZyNDRS6TEnUPvtoAwoFcfHo4mEo5YWKcz+E07Vo0KABp06dwt/f3yWT6hgKyhMZGRmcPHnSGAUia7DXpEkTypUrZ5RVOIwZM4bGjRvTtm3bHPd74MABpk2bxtSpU7l06RIBAQGkpKTw3XffGTdNpaWlOY1Y4HgfjiAf3JdtzJs3L9f3dOnSJU6dOkXt2rWdlicmJnp0o6Un3njjDQCWLl1K6dKl2bJlC99++y1+fn6cPHmSkiVL4uXlRWpqKidPnsTPz4+XXnqJzz//nCeeeIKoqCh2795NcnKyMVRbUlISNpstx1EcvL29iY6Opn///ly+fJnSpUsbbSdOnGDChAkMHToUsJ8UffDBB0ycOJGhQ4fy/vvv06SJ6xnb6dOn3X6OgYGBTJkyhVdffdUIno8cOcKTTz7J8OHDqV27tlO2ev78+TRo0MA4LmvXruXs2bNGrbrDF198wfDhw52yu0opatWqxaJFi5zWrVChQo4jylSrVo3NmzeTlpZGfHw8a9euNUpmrFarEQQ///zzNGrUyLjZM6u5c+d6nHlWStG1a9c8yzaya9SoEbGxsW7fA8CHH37oNtvr4O3tzYkTJ+jWrRspKSlO342jR4+ycOFCOnfuDNhPhN5++20KFSpE06ZNeeSRR5g0aRKFCxcmPT2dX375hd9//50PP/yQQ4cOUbRoUQ4cOMDjjz/OfffdR0REBH379uXXX39lzJgxTlc3ypcvT8WKFXn22WeNZf/73//o27cvzz33HADffPMNoaGhTuv4+Pjw008/MXToUKcTV6vVSqdOnZg8ebLT+zWZTPlm8hNPSfAshBBuKLMZpfzQOg0sjj/mCtD2Ug0ATCjlhdY2wJJleeYfgsztlPJF5TU+tAf8/f2dgqfrERcXh9aaRx991PiD5cgqgT1AqVatmlPwfPLkST777DOnelp3VqxYwdGjR40sc3h4uFG7OnbsWKMMIau8hsBzyGuote+++4569epRpkwZp+VxcXEe1YrnZdq0aezevZvIyEjKly/P4MGD2bVrF++//z5gD6KWL19OlSpVsFqtRsZx0KBBPP/88/zxxx988MEHZGRkkJGRQUxMDD/++CO9evXCZrPlOmV8xYoV2b17N+XLl2fbtm2EhIRw8OBB6tWr5xS0bN26laVLl7J+/XrOnDnD7Nmz3dYojx8/PscxuStVquRSA1+vXj3mzJnD+PHjUUrRoUMHihQpwmuvvYbFYjHKFsaOHcvo0aON47106VKaNm1KYGAgkyZNctpnbjXYuQVSp06dYsmSJQwePJiJEydStmxZACOTv2bNGqZPn84jjzxibFO0aFGCgoJITEzkueeeIzU1FV9fXyMDrbUmODiYcuXKER8fz/r167n33ntv2nfT3fp5lYS0aNGCFStW0K5dOw4dOoS3tze//vor/fv359FHHzXW69evH127duWHH35g8uTJHDx4kIkTJ/L3339Trlw5TCYTycnJhIeHc+nSJePERClF+fLlAftJ04EDB6hVq5ZxTGw2G5cuXXK63wHstdCOvlssFt566y0++OAD4/NcsGABnTt3xt/fn+nTpztte72feX4kwbMQQrjj64tSmRkRk/2PhT1QtkJCEhQJAazYh8vPDK4dJRsqswbS5G3POiuTfQrvf5jNZqNy5coopbBYLNStW5c9e/YQEBDgNERW8+bNc93PpEmTePzxxylXrpzT8piYGKfM0nfffcezzz7L5s2bqVatGiaTid69ezNs2DBjnfnz55OYmEjfvn2NPoK9hjfraBtr1651uinRXQbVITY2lnfeecftJe0rV67ccOZ53759vPjii6xcuZJBgwZRpUoV9u/fz8aNG2nTpg0hISHExcXRsGFDbDYb7du3Ny5PT5gwgYcffpiyZctitVqpV6+eUfZy8eJF2rZti9aapKQk3n//fSOjl9Xp06cpXbo0jz32GFOmTGHMmDGMHTuWgQMHOp0YNGrUiPXr1wP2coIzZ864zYzGx8fTrVs3l+Xbt2/n3XffpUuXLk7LH3vsMSpWrMgPP/xA+/btndocAdGSJUs4c+aM0+gS06ZNY9myZTmOdbxixQqXeuxTp07lOpb57NmziY6OpnDhwsaoIGCvZU5ISKBNmzYMGzaMdu3aGW1ZJ85ZtWoVPXr0YO3atZQvX56YmBimT5/OK6+84hLQ2mw25s2bZ1w1cTfaxvUICgoyTlASExPdlkGdPn2aGjVqUKlSJaOM5s0332TkyJFO/SxevDjFixfH39+f5557zjg5jYyMZM2aNZQoUYI1a9YYw9S5C9od7zPr8HaOQLtUqVJO62bd/tNPP6VkyZJGMJ+RkcH48eM5fvy4y9UHh5kzZ7oM3We1WnP9zPMjCZ6FEMKdwoVRMTEo5YctJNgeRGsNKNSpc/YaZwVamwFtH6ru1DmMrLNS6JBgvJR9vFxuIIBz3AyYdRiznFgsFuLj4ylatChWq5VDhw4RGRnJ559/Tnh4OBs2bOC+++7z+GYosI9Z+91337ksHzhwIJUrV+bNN9/k0KFD/PHHHyxevJhnn32W9u3b8+mnn7J+/Xpj7F+A6tWr07hxY0qVKkXbtm2xWCwULVqUnTt3Gln17GUbDjExMYSEhDgdg+TkZNq1a0fp0qXdTq5w/vx5ihcvDlwdJcMx7F5uHGUwSimioqJYtmwZTZs2NbKRAQEBtGjRArPZjJeXl1PmOatatWoRFhZGfHw8WmujJv3s2bM0bNjQbU1yVmvXruX111/n1KlTjB8/nho1anDs2DG2bt2a50QW4eHhOdY8Z888W61WQkJCqFOnDqNGjXJqS01NZciQIUyePJnWrVu7jHUcHx/P4MGD+fjjj43RFMxmM2PGjKFZs2Y89dRTNGrUyGmbpKQkWrVq5VK20atXL+OEIHvm12KxMH/+fLd1szExMXTp0oUaNWrkODnLH3/8QZ8+ffj555+NrKuXlxc//vgj+/btY+7cuU6/F76+vvTr14+PP/4YcF+24XD58mWPg+rq1auze/du4uLiaNCgAatXr3aqO/7222/ZvHkzf//9N5MmTaJ58+b88ssvWK3WHCcX8vLy4osvvjAC03PnztG8eXMj8+x4v+44ym6yjpxx7tw5ihcvnuOIKCdPnmTs2LGsXLnSWKa1ZuzYsTz55JN06dLF5TWTkpLo3bu3S9lGmzZtjO+Up9n+2y3/D6YnhBC3Q8WKAPbss78/umjhzOdeqIQk1O4DEBMHFjPExKEybxZ0ZJ110cIo/wB71jnL/q7Hzp07KViwoDGWbW4Px4x3YB/CyvFz//79adOmDV9++aVRL+ngbhINm81mZIVTUlK4cuUK5iylJ4cPH2bdunVGmcTEiRNp2rQpS5YsYeXKlTRp0oRXXnmFBQsW4Ofnx5kzZzCZTNx777188sknfPbZZ4A9c5a9ltdkMrncnW+z2Rg0aBC9evUylp04cYLWrVsTHR3NwoULjSxofHw8+/fv5+eff+aXX36hWrVqgP2O/wIFCuDv7+/0eOWVV9iyZYvL8oCAAEaOHAnYh9wDewBntVqNY+buZEZrbWTShg0bRmRkJBMmTOCBBx6gb9++/Pjjj5w+fZrOnTuTmppq1KBv2rSJhIQEYz9Xrlzh+++/Z9KkSQQEBBAWFsZDDz3E7Nmz6dSpk8s4xlm5y+RprVm3bh27du1yCYrMZjPly5fnjTfewMfHh/j4eMxmMy1atGDcuHG8/fbbFCxYkHr16jmNlhIdHU3z5s2Jjo7mo48+ombNmoSFhVG0aFH69etHVFQUgwYNculPnTp16N69u0sfZ82aRWhoKNOnT2f+/PlO5Sxz585FKeV0pSQmJoZXX32V+vXr06ZNG3788Ue35QFTpkzhgQceoEmTJixdupShQ4fSp08fnn32WTIyMpg3bx59+/Z1Ct4mTpxoBM5g/17GxcW5TOLx119/UaJECQ4dOuTyuu7Ur1+fYsWK8dBDD2GxWIyTO7B/5gsWLDCy9ZUrV6ZWrVrMnz+fJ554IseTZ5vNxnPPPce+ffvYt28fJUuWZM2aNezbt4+vvvrKbWlJfHw8AwcO5LPPPuP777/Hy8uLpKQk/vjjDz799FOqVq3q9rUOHz5M8+bN8fLyMsYid9wk+eabb1KuXDlefPFFl+1atmzpdpzwX3/9lfj4eKZOncry5ctzLWHKN7TW8sjlAQQBOj4+Xgsh7mypqal6//79OjU1Ne+VU1K0Hj9e6zFjtPX1V7V5SH9tbdZIWx9ooC1N6mtLk3puHvW19YEG2tqskX3911/VeswY+348ec0cpKWl6dOnT+tLly7p6OjoXB8XL17Ux48fd7ufd999VwcFBenY2FittdbHjx/XHTt21P7+/nr9+vVO644bN0537dpVa631999/r+vWrauDg4N1YGCgDg4O1uHh4fqJJ57QSUlJWmutY2Ji9ObNm/WGDRv0J598oq1Wq966davWWuuvvvpKFytWTG/ZssXYv8ViyfH9fvPNN7pYsWK6cOHCumjRorpo0aI6ODhYR0REGPtYunSpLlCggG7evLm+dOmS0/bnzp3TXl5e2svLS7ds2VInJCRorbW22WzaZrN5eNTt62fvZ0REhN6zZ4/esGGDDggIMPoYEhKiixYtqosUKaILFiyoX3/9df3HH3/oypUr6+joaOMYffjhh/qRRx7R5cuX14GBgdrLy0sDGtBFihQxXs9ms+maNWvqadOm6XPnzulp06bpqlWr6meffVavX79eP/7447pUqVK6f//++uOPP9aJiYlO/Vy0aJGOiIhweU9169bVlStX1hs2bHBa7uXl5fR78eeff+oSJUro2bNnG8fMYrHoN998U3/++edOx6hLly76pZde0jNnztQbN27UFy5cMNqTkpJ0yZIl9YoVKzw+7tHR0free+/VPXr00Lt27TJep27duvqFF14w3l/37t11gQIFdNOmTfXatWtz3efy5ct1z5499ZgxY/Tnn3+uFy1apDdu3KgPHz6sY2Ji9OnTp/UjjzxifFbupKam6iZNmuigoCDje+n4bj7zzDMevz+ttV61apWOiorSv/76q7EsMTFRh4eH659//lkfO3ZMv/fee7ps2bJ62LBhevXq1bpVq1a6fPnyesiQIfrTTz/VVqvV2Patt97SQUFBOiIiwuVRvHhx3aRJE6fXT05O1lFRUbpZs2b68OHDxvKMjAxdrVo13aZNG71t2za3fU9OTtatW7fWr7zyiv7666/11q1b9ZUrV4z2s2fP6qCgIH3w4EGPj8fOnTt1jRo1dJ8+fXL8/0vr3P8Pj4+Pd/wuBelbHBsqfYekyG8XpVQQEB8fH+8y2LoQ4s6SlpbG8ePHKVu2bJ5T8QLw88+wfTtaa2y2ZLh8BXXgb7DZ7LXP2SjlDV5e6KqVIDQUL68C9vKA++4DN0Nq/dO++OILrFYr/fv3N5aNHz+e+vXrux0a7GaxWq0opW76zGE//fQT7du3d7vfv/76i9KlS9/2/7ezTq6SE0dWNnspTWxsLAULFqRv377cc8899O/f3+lS+OHDh1m0aBGnTp1yypDmxjELoyfS0tI8+z3JQ/ba+OuVkZFBfHw8xYoV46+//mLu3Lk8+eSTVK9e/Yb3nV/Exsbi5eVFr169qFu3Ls8995xTSceuXbuMzP+YMWNu6LWio6PdjjJyM9yszzy73P4PT0hIcEz8FKy1TnC7g5tEguc8SPAsxN3jmoPnxET45BNITcVmM2OzpUFikn0ClMtXQGe5FKq8ILQounQ4BBbCy8sfLy8fCAiA55+HQoVyfh0hhBB5yi/Bs9wwKIQQOQkMhB49YM4cVIa2j/scWAh9bxVIT0fHXEZZrWhvb1SRUGNCFGOEDR8f+/YSOAshxF1DbhgUQojclCkDTz+NKlAApbKMMuDnByWKo0sVhxLFjcAZMsd1LlAAnn7avr0QQoi7hgTPQgiRlzJl4PnnUXXvdxqvWSlvQGX+m8nX177e889L4CyEEHchKdsQQogcHE9NZVNCAqfS0rBoDTVqYKtSAX3+NFyJRaWloS1WlMkb7e8PRQuj7imNl28BuHwZ05UrlPH3p1FQEGUDAm732xFCCHETSPAshBBuHE9N5euLF+1BcxbaJwBbqVLoUve4bKPwwss7wBgr1qo1h1NSOJ6aylPFi0sALYQQdwEp2xBCCDc2JSS4BM5gnz/Qy8v9SB1eXv64m7fOojWbE27pzd/5QkZGBhkZGbnOEma1WklLS7slr3/8+HGnqZivxd69e3n11VfRWvPpp5+Snp6e5zaffvop27Zty3WdlJQU1q1bd119cti/fz87duy4oX3kRxkZGQwYMIDTp0/f8L5OnTrldiIQuDpDp4wuJm4WCZ6FEMKNU1kCvDiLhRNpacbjZLqZ0xnenEq3cTLdyql0G6czvDmZbnZaL85iMfZx8iYFjBs3biQsLMxpWVpaGm3atGH9+vUu62utSU1NJSYmhsOHD7N69WpmzZrFq6++Svv27QkLC2PTpk03pW/PPPMMfn5+xsx7Xl5emEwmTCaTMc6zj48PAQEBJCUl5bifBx98kE8//fSaX3/EiBG8/vrr19X3K1eu8PXXX2M2m/n1119p3bo1iYmJOa4fFxdnzD6Ym0OHDtGxY0eWL19uLCtevDiRkZFUqFCBIkWK0KdPnxy3t9lsPPvssyxYsODa3lCmlStX0qlTpxwDSweTyURERARhYWGEh4eTkZGBUorIyEjjERoaytNPP+20XXp6utPsgb/99pvTWNRWq9U4qcpu0aJFLFu2jKJFixrrHj16lJ9++onXX3+dhg0bsnDhQrf9vXDhAr179yYtLQ2bzUbjxo355Zdf3K7766+/UrhwYYoWLUpoaGiODz8/P0aMGJHrcRICpGxDCCHcypp1dgTPOdOAa3AQ6e9PSOZUwe6y2NfDz8/PadINm83GU089xblz55yCFoe+ffsyf/587rnnHkJDQwkLC6N48eLcc889PProowwaNIjw8PCb0re5c+cyd+5cTCYTvXv3Jjw8nPHjxwPQpEkT+vbtS+/evbFYLG6nUM76Hv2yjF7iKT8/P8c4r9fMMSWwr68v3333Hf/973+Jjo4mMDAQgEceeYRt27YZz2NiYrDZbHTv3p3k5GR8fX3x8fEhLS2N4OBg/vrrLwBq167NF198Qbdu3di7dy9lypQhNTWVvXv3EhYWxtixY7lw4UKO/Zo+fTr79u3DYrHw22+/GcsTEhKIjIzk119/tU/EkyklJQU/Pz9jwpVly5a5nX7dYrGQkZFhvG9/f38OHTrEtGnTOHLkCL6+viilOHHihLHNzJkzXbLoDRs2JCMjAy8vL5RSJCcnc/bsWWrWrAlcnar8hRdecJqcR2vNO++8wxtvvMGvv/7KkCFDiIuLo0AB+8RCffr0YejQodStW9ftcfnss884d+6cMdbv888/z4cffsgjjzzism67du1ISUnJ8Rg7dOrU6aZMCiPufhI8CyHEHcpqtdK7d2+OHTvG6tWrCQ0NdVnn3LlzjB8/nhdffBGA//3vf3z33Xd8/vnnN70/uQXEOa139uxZwsPDKVy4sBHgJSQksH79el5++WXAnt2sV68eq1atMrazWq0kJCQYmW64Onueu7KQrEFRrVq1OHHihFM/bDYbcXFxhIaGorUmIyOD+fPnExcXB8DSpUuNdRcvXszrr7/OmjVrKFKkCHPmzGHatGmsWrXKCEaz6tKlC4UKFaJMmTJcvnyZtLQ0ChcunOdx+umnnxg5ciSVKlVi+fLlxmxwR44c4YEHHmDs2LFOgTNAvXr1OH/+vHFMrly5QkhIiMt3w2q1EhkZyc6dO4Grn8mqVat4/vnnAfuJRFRUlLFNXFwcDz/8sNN+tm/fTnp6Oj4+Pnh7e7NmzRoGDBjA7t27jcDZYrG4BKXffPMNu3btMjLZTZo0ITQ0lB9++IGpU6fy9ttv53hcLly4wOTJk/n111+NZc8//zxTpkxhzZo1NG/e3Gn92NhYfH19XWZwBIzP2nHSdbNnwRR3JwmehRDiGrmra3b4p6oqk5OT6datG9HR0axatSrHYOzkyZOUK1fOaZm7S+i3iyPDvGPHDiIjIwFo3749Xbt2pXfv3oA94/nNN984bXfixAmqVq3qlGVNTk7GZDIxbdo0Yz2LxUJaWhpms9kING02G4sWLXIKslJTUwkKCiI6OhqlVI7TWC9cuJCePXtStGhRmjZtaiw/fPgw9erV4+OPP6Zly5YAmM1mAHx8fIzpz2fMmEGDBg3w8fExtr18+TKpqakkJycbQe727dt55pln+PHHH9mzZw9NmjRh0aJFmEwm2rZty7hx42jUqJFL/xwZb4DJkyezYMEC1qxZ49GJTWpqKn/++afRf4B9+/YZP8+cOZMNGzY4bXP58mUaNWqEj48PSilSUlI4d+4c1apVA+zHumHDhnz55ZdO27z00kvA1aD9WqaJHjp0KJ07d6Z+/frGssDAQN555x0GDBjA9u3bKViwoNEWGhqKj4+P22OgtSY9PR1LlhIrIfIiwbMQQlwDBTQLCcmxfW1c3E0PoK1WKykpKfj4+BiBr5eXF/Xq1WPgwIEEBAQY2dasmbSLFy9y5MgRKlWqdLX/SrlkKx03U/n7+2M2m7HZbPj4+OSZhbPZbJjN5usqsXBwlw10J3tfypcv73IS0Lx5czp37swLL7xgLFuyZAl9+vRxes/Z3z9AQEAAQUFBXL58mcKFC1OvXj0+//xz6tWrB9hvSHvjjTf4888/MZvNHD9+3CUYmz9/Pp07d6Zw4cJ8++237Nu3j+HDh2M2m+nfvz/t27dn7NixTrW5NWrU4IMPPiAwMBB/f3+jFvy+++5j+/btlC9fntatW+Pn58f999+Pj48PEydONE4scrJu3Tpee+01ihUrRoUKFZza4uPj6dChA7Nnz3ZavnLlSkqWLJlr6ULW2uk//viD2NhYpk2bZnw+u3fvZsqUKUyZMgWwfx9tNhtLly6lfPnyVKpUiU6dOtG1a1c++eSTXN+DO5999hmrV682gvrdu3cbJSK9e/dmyZIldO7cmZ9//tn4XmatyRbiZpDgWQgh8rl9+/ZRt25dfH190VqTlpZGsWLF0FozduxYpyybzWYzak9nzpyJ2WymWrVqRqbTarVitVqdAiSz2UyPHj2YO3cub731Fm+88YbHfYuIiODEiRP07t2b77//3rg8npSUhJeXl3HjX3x8PLt372bYsGFkZGTwwAMPsGzZMmM/TZo0MYLRS5cusWXLFsaOHQtAUlJSjrWvWR0/ftzIXjskJiZSpEgRl3UfeughI+Br3rw5y5cvp1SpUhw7dowrV6447ctisdCzZ0/KlCnDpk2bjBvMssrIyOC///0vx48f58cff6Rhw4Y0bNiQfv36MXbsWJKTk2nWrBmzZ892ylh36dKFLl26uH0/wcHBrFq1il9//ZXZs2fTpEkTLly4wBtvvMGOHTuoX78+5cqVIyQkhPDwcIKCggBYvXo1jz76KMWKFXOqWXYYP348J0+edFnerFkzxowZw9y5c+nZsycAFSpU4Ny5c4SFhWEymejYsaOx/rFjxzh9+rTLic2QIUPYtWuXy/EpVKgQVapUYdiwYTRq1IhPPvmEX375he7duxvfz4yMDFJTU43ja7VaGThwIG+//TZLlizhxRdf5KeffiI0NJTo6Gjq1q3LsmXLaN26NQBffPEFzZo1o0WLFnzzzTfGZ9irVy/Wrl3r9jjv2bPHOHZCeEKCZyGEyOdq1qxplABs27aNTp06cebMGTIyMihZsiRr1641LpNn9fzzz9OjRw/Cw8NJTEwkODiYGTNmMHfuXNasWeO0riM799hjj1GlShWjhjUnWmvMZrMRhL///vu89957BAUFERAQQNOmTenZs6dxk5jjhsFnnnmGpKQk4/UcWeANGzbkWrYxb968XI/RpUuXOHXqFLVr13ZanpiY6FLSkp6ezpo1a2jUqBGzZs0y6pmrVq3Ktm3b+P777xkxYoRRSmAymfj1118JyDJO98WLF52OT3JyMmAPeJ977jmX/nl7e2M2m3n55Zfp0aMHZcuWNdrOnj1L//79jWztihUr6NatG2lpaTRo0IC2bduyceNGo/xmw4YNLFu2jDlz5nDo0CHOnz/PsWPHKFCgAB988AETJ05k6NChvP/++zRp0sSlL6dPn6Zt27YuywMDA5kyZQqvvvqqETwfOXKEJ598kuHDh1O7dm2nbHWPHj0AqFKlCqmpqU6lKA5JSUk0btyYH374wVjWuXNnLl++DNhPYmJiYoxjuWDBAqZOnWp8P61WKzabDa01H3/8MRMmTDAC5U8++YRmzZoZzx3Hf9WqVfzf//2fU0Ccnp7Oiy++aNT+A5w5c4bSpUu77bcQuZHgWQgh7lC+vr7069ePESNGON3Q5lCoUCEKFSrE5MmTmTVrFn/++adT+3PPPUfv3r154IEHjOClevXqVK9e/Zr7knX4vPj4eLZu3epUe+zg5eXlFNR4OvZuXkOtfffdd9SrV48y2aZEj4uLIyRbmU1sbKyRrU9KSjKGSmvcuDGTJ08mNTXVKSsOOAXOgMvJSkZGBt27d+f999/PsY8FChTg6NGjlCpViiVLllClShViYmKIiIgwbtIDeyZ82bJlpKam0q5dOy5evMjMmTM5e/YshQoVMm5u++uvv4xaXW9vbzZt2sTSpUtZv349Z86cYfbs2S41ymDPPJ85c8ZtHytVqsTx48edltWrV485c+Ywfvx4lFJ06NDBKZvv6+vLokWLqFKlChaLhRkzZtC7d2/8/f2ZOXNmjkPIOfqdG29vb2OdpUuXGlcn4uLi+Oijj1i5ciVgD7IXLlzI448/TpEiRfjss8+c9pNbzbe7Mh4hciPBsxBC3KHS0tIYNmwYtWrV4u233+bVV191Wee3335j1KhR/PDDDy4BRPXq1WnTpg0LFiygXbt2N61fU6dOpUyZMh4F4Y6guE6dOk6jbaxdu5bhw4cb67nLoDrExsbyzjvvMGHCBJe2K1euOGWeY2NjiY6OplSpUka7I3iuW7cuR44cYd68eS6jZmRkZDgFcgcPHnQbkNlsNjIyMvDz83MJyk6fPk3p0qV5/vnnee+99/jqq6947733aNu2rVNduslk4v7772f79u3UqFGDLVu2APaa3ocffpju3bsD9hORrMFno0aNjLG+z5w5w5kzZ1zKWMB+ctOtWzeX5du3b+fdd991KSN57LHHqFixIj/88APt27d32S7rCdD+/ft5/fXXnYalu1k342U93uPHj6dDhw7UqlULsH9nhg4dCsDjjz/udvu33nqLqVOnGs8dVz+kJlpcKwmehRDiDrRnzx6eeeYZHnvsMRYsWECrVq24dOkS7777rlFK8dNPP/Hkk08yZ84c2rRp47KPF198EbPZTOfOnfn+++959NFHb7hff/75J2+99ZbLUHiOS+/ZWSwWihYtys6dOyldujTgWrbhEBMTQ0hIiFONbXJyMu3ataN06dI88cQTLvs/f/48xYsXN56vX7+esLAwbDYbn3zyCfPnz+eFF17g4sWLDBgwgPDwcDZu3Ei3bt0YMGAAjzzyCB06dKBPnz6sWrUKk8lEcHAwPj4+REREGPuNj48nODgYi8VCcnIyhw4dcsrGHzhwgNq1a7Njxw6GDRtG9erVjRvccpo90MvLiz179hjDxZ09e5aVK1caY2fndUNneHh4jjXP2TPPVquVkJAQ6tSpw6hRo5zaUlNTGTJkCJMnTzZuXswq69CAP/30Ex07dmTPnj34+vpSpEgR40QlK8d3wXFDYU4ZaHejnmzbto2vvvqKvXv3Gst8fX0ZOXIkgwcPplWrVi6lOklJSbz22mtOZRuXL1+me/fuTn0RwhMyoKEQQtxBLl++zKVLl6hfvz5169ZlwIABNGjQgN9//53FixdTqVIloy7122+/5ZNPPqFz587G9jExMU7ByMsvv8zLL798w9lBrTVz587lwQcfpFu3bkbNrIPNZnOb4StevDiXL182AmewZxiPHTvmsv2gQYPo1auXsezEiRO0bt2a6OhoFi5caGQm4+Pj2b9/Pz///DO//PKLU4nFjBkz6Ny5M0WKFGHZsmU8/PDDlCpVivr169OxY0e2bdvG3LlzmThxIr/99huxsbGAfQKYc+fOsXPnTurVq8fMmTM5ceIEx48fZ/fu3dStW5cmTZqwf/9+YmNjnQLnK1eu8NNPPzF06FDKlClDgQIF6Nq1K7NmzeLBBx90mTEy63uuUaMG+/btY9++fXTs2JEJEyYYz3MrZXF3rLXWrFu3jl27drnU+ZrNZsqXL88bb7yBj48P8fHxmM1mWrRowbhx43j77bcpWLAg9erVY/HixU7bHjx4kCJFijBmzBimTp3KK6+8woEDB2jVqhXffvstAwcOdOmLY/rzjIwMnn32WQoWLEhoaCj9+/dnx44dhIaGUqRIEXx9fY2xtgG2bNnCww8/TGBgIE8++SRVq1YlJCSEyMhI5s6dS8GCBRk9erTL63Xp0oUGDRo4LQsNDWXFihVs27aNKVOmsGXLFrfjdAuRnWSehRDiGmjsw9Hl1n4rnTx5ktDQUObNm+c0akPDhg3Zu3cvo0aNMsb//fbbb432P/74g+bNm5OWlsZbb73ltE9HJvNGJCcns27dOp599lk+/PBDl3az2ex28hJ3unXrxgsvvMDUqVONQN9isRASEsL8+fMB+8x5jz/+OPXr12fz5s1O4wSnpKQYJSPNmzc3ShROnjzJzp07mTx5MiaTiSVLlvDtt9/yzDPPMH36dCNz/e2339K9e3fS0tKcJgU5ePAgNWrUwNvbm82bNzNkyBACAwMpWrQowcHBHDp0iOrVq7N582ZKlixpbHfq1ClGjBjBwIEDmT17Nh9//DGlSpVi/fr1zJkzh4iICB5++GFq165N9+7dKVGiBGAPMHfu3OlUerFmzRpeeeUV4Orsfe6ytu6OtVKKYcOGkZiYaJQ4ZP18sjp8+DBhYWH06dOHnj17opRi4cKFvP3221y6dAmArVu38n//93+cPn2axMREHnvsMbZv306pUqWoUKECjz76KJMmTaJhw4Z069bNqQ7Z8XoZGRnMnj3bZdi8nJQuXZpatWrRuHFjoqKiqFChAuXLlzfq6Hfs2EHLli0ZN26cU637M888k+M+k5KSmDNnDt26dXN7s6cQ2Sm5TJE7pVQQEB8fHy9D2Qhxh0tLS+P48eOULVs2z2l4x504gTXz/8cTaWl5TM/tXqS/P5GZr+OtFK+7qT+9HtHR0dc0qQTYA60///yTihUrejS73Z3gp59+on379m7LF/766y9Kly7t8v+22Wx2yrrabDaio6OdSjvAfjKQmJhoBLIO8+fPp2TJkkRERFCqVCmnwFVrzdq1a11muIuPj6dQoUIMHz6c9PR0/vOf/xhjE4O9Pnnx4sVs3bqVGTNm3NLRH3Ka/MWdtLS0PMd8Xr58ORUrVqR8+fI57vfChQscPXqUxo0bX1efr1VMTIzb4QnFnS+3/8MTEhIcN9MGa60TbmU/JHjOgwTPQtw97pbgWQgh/o3yS/AsZRtCCOGGSSkjeA4xmYwg+FqEZBkdwCTDYQkhxF1BgmchhHCjjL8/h1NSAHsQHJLLOLGeiLiO4FsIIUT+I6NtCCGEG42Cgm5attikFA2l7EsIIe4KknkWQgg3ygYE8FTx4mxOSOBkWhqW67g/xKQUEf7+NAwKomy2GeqEEELcmSR4FkKIHJQNCMgx6D19Gtatg7g4CAmBpk0hy1DFQggh7lISPAshxDU6fRpmzgTHPBTR0XDsGPTuLQG0EELc7aTmWQghroHNBosXXw2cHaxW+/JcJn276dLS0vjuu+9ITk6+Za/xxx9/cPHixeve/uLFi5w+ffom9si9H374weNJWP5pKSkprFu37ob2sX///hyn8c6vEhISiImJybE9LS0t11kShcivJHgWQohrsG8fXL589XnmLMOAfflff/1zfVm7di3/93//53aGuew6dOjAd99957Zt165d3HPPPW7bhg0bxpQpU0hPT+d65gVYsGABbdq0uebtHnzwQT799FOP1v3111/p1asXFy5c8Hj/NpsNpRQZGRlOy3fu3OkyMUpuXn75ZR5//HEAVq9eTb9+/Vymxj506BAdO3Zk+fLlxrLixYsTGRlJhQoVKFKkCH369Mm1r88++ywLFizwuF9ZrVy5kk6dOuUZqJpMJiIiIggLCyM8PJyMjAyUUkRGRhqP0NBQnn766Rz30b9/f/7++28ABgwYwDvvvON2veTkZEJCQihcuDChoaE5PgoVKkT9+vWv630LcatI8CyEEB6y2WDt2qvPrVbYvds5C7127a3NPs+YMYNy5coRFRVF//79ycjIoG7dukRFRREVFUWlSpVcpt+2991GgQIFADh37pxjMgEA/Pz88PX1ddlm//79bN++nS5duuDv74+XlxdKKadHfHx8rv318/Nzei1P+fn54efnl+d6VquVESNG4O3tTfPmzZ0CPcejWLFivPnmm07beXl5YTKZXGbz8/Pzu6YZ/nx8fIx+1qtXjy1btjB48GCndWrXrs0XX3xBt27dOHXqFACpqals3bqVI0eOMGTIELfH32H69Ons27ePX3/9lbp16xqPSpUq8dBDD7mc1KSkpDgF8MuWLUNr7TIDoMViISVzOEYAf39/Dh06xMiRI+nQoQO+vr4opThx4oTx+OCDD3I8PmvXrmXhwoXGidiQIUOYMWMGiYmJLusWLFiQtLQ04uPjuXz5co6P8ePH5zmhkRD/NKl5FkIID+3bB1euXH1+5gykpNj/jYiwL3Nkn6tXvzV9yMjIoGnTpsycOdNt+9SpU92WWfj4+GDKHKs6ICDAKSBxBMLZTZ48mYcffphatWpx+vRp/Pz8UEpx8eJFGjZsyOjRo10C49jYWKfXslgsmEwmtyUVvr6+eHl5cfbsWcLDwylcuLAR4CUkJLB+/XpefvllANLT06lXrx6rVq1y2se4ceNITEzk3LlzFCxYMKfD5iQtLQ0/Pz+8vb3RWpOamkrjxo3x8/MjLS2NS5cu0aBBA2PdZcuWUbJkSdLT042A0sERhAMUKlSIb7/9lsOHD7tMbd2lSxcKFSpEmTJluHz5MmlpaR5Nk/7TTz8xcuRIKlWqxPLly41p2Y8cOcIDDzzA2LFjXT67evXqcf78eeNYXrlyhZCQEEJDQ53Ws1qtREZGsnPnTgDjfaxatYrnn38esH9GUVFRxjZxcXE8/PDDLv3UWvPKK68wcuRIAgMDAWjQoAGNGjVi4sSJjB071mn9xMRElFLGa2ZnNpsJyLxZ19PpxIX4p0jwLIQQHnCXdT5zxv7zmTMQHg6O6om1a6FaNbgVf/OVUixevNgpoMkqJiaG/v37G88TExOdAhSLxeIULOdUinHkyBFmzpzJE088gclkIjw83Gjr168fnTt3Zvjw4S7b1a5dm8uXL+Pt7Y1SivT0dCwWi0spRHx8POvWreOBBx4wMrc7duwgMnMK8/bt29O1a1d69+4NwMyZM/nmm2+c9rFgwQImTZrEqlWraNSoEX5+fi6BVkpKCgMGDGDQoEHGsqZNm3LhwgXS09OJjIxk5MiRfPXVV/j7+3P8+HH69u1rnJykpqYaQWeFChW4cOGCUSZjsViMDO/cuXON42y1WrFYLCQmJhrvzcfHh4ceegiwXz1o0KCBUwb38uXLpKamkpycbLze9u3beeaZZ/jxxx/Zs2cPTZo0YdGiRZhMJtq2bcu4ceNo1KiRy2fwV5baocmTJ7NgwQLWrFmTY6CaVWpqKn/++SctW7Y0lu3bt8/4eebMmWzYsMFlu88//5zY2FheeOEFp+WTJk3i/vvvp2vXrk7f2Y4dO7Jx48Ycs9hms5nffvstz/4KcTtI8CyEEB5wl3U2m+0/m83/XPZZa03Hjh1zzTxfunTJeD5kyBDuvfdeAHbv3s0777zD4sWLAfj4449JSUmhY8eOLvsZOnSoS6YSYP78+ezatYs9e/a4ff0TJ044PR87diy7d+/mxx9/NJYlJSURGBhI0aJFATyq2QbXDGSDBg1Yvnw5devWZffu3R7tA2Dr1q2AvUwhaxmFI5Dz8fGhSpUqLtudPHnSqQ8NGjTg0KFDhISEEBAQwF9//WWclFitVry9vfnf//7H8OHDMZvN9O/fn/bt2zN27Fh++eUXYz81atTggw8+IDAwEH9/f5KSkgC477772L59O+XLl6d169b4+flx//334+Pjw8SJE40Ti5ysW7eO1157jWLFilGhQgWntvj4eDp06MDs2bOdlq9cuZKSJUvmWiqRvXZ6165dDBs2jKVLl+Lr68v+/fupWLEiPj4+VK5cmXHjxtGuXTvWrVtnnBxlv4KQE0dWXIj8RK6FCCFEHnLLOjucOfPP1D5nZGQYmWd3j7ffftupROLkyZNGIFi9enWOHj1q3FjXtm1bpk2bhtlxFpDps88+48CBA07ZWrAHXC+88AKffPKJcWk+L8ePHzcCJgdHDWyRIkWcljdp0sSoU161ahXDhw83nrvLcoeHh/P2229TsmRJKlSo4PYRFhbG3r17c+zfqFGjmDRpEp06daJAgQJ0796dkJAQatWqRaFChZzqx7MGzuvXr2f//v307NmTpk2bkpaWxq+//mq0O04I+vXrR3x8PCNGjMDHx4dmzZoxe/ZsmjZtaqzbpUsXkpKSsFgsRuDsEBwczKpVqxg5ciRvvfUWTZo0ISIigjfeeIMhQ4Ywd+5cNm3axP79+0lISDC2W716NY888gjFihVzqll2PIYNG+a2prxZs2aYzWbmzp1rLKtQoQIFChQgMjKS8ePHO5WbHDlyhI4dOzJ06FCaNWsGQI8ePZzKNAYPHsyDDz5IkyZNnILm6dOnu61Rj4yMlKyzyNckeBZCiDzklnV2cGSfHW7VyBsvvvgisbGx7Nu3j3379jFgwABq1KhhPD9x4gRDhgwx1t+zZw/VqlUjPT2dggUL0q5dO77//nvAHhTVqFGDefPmOb1GkyZNmD59ukv2ccyYMTRu3Ji2bdt63N8///yT2rVrOy1zBM+OIMyRrd2wYYMR3LVs2ZIPPvjA6UY1d5YsWcK5c+c4cuSI20d6errL+9i3bx+DBw8mIyMDX19f+vTpwy+//EKJEiVYvnw5u3btYs2aNXh5edG9e3eX10xPT2fgwIG8/PLLBAcHo5RizJgxDB482CmAzc7b2xuz2czLL7+Mr6+vU5AfEBDgVPKwYsUKihYtSkREBG+99RbFihVj48aNLFu2jB07djBnzhwKFSrEnDlzePLJJ6lduzaJiYlYLBbeffddnnjiCYYOHcqFCxdo0qSJy+N///uf24x/YGAgU6ZM4aOPPjKWHTlyhE6dOrFw4UIOHz5MjRo1jLb58+fToEED3njjDcB+0+DZs2eNWnWHL774gieeeMKo2XZ87rVq1XIJ7E0mk8uIJULkJ1K2IYQQufAk6+xwq2uf3d2wBvYxjs+cOUOJEiV4+umnuXz5Mr///jsxMTHUrFmTsmXLcurUKYoVK8aoUaOwWCxMmzYNgA8//JCYmBi+/vprY3/VqlWjWrVqTqUQJ0+e5LPPPnOqp82LI5h/5JFHnJbHxcXh7+9vZD49HQLvesYEttlsTkFicnIyjz32GE899RQ+Pj6MHj3aaHviiSf48ssvefXVV5kxYwYtW7akfPnyLvt88cUXMZvNjBgxgnHjxgHwzDPPMHPmTJ566im+//77HMseChQowNGjRylVqhRLliyhSpUqxMTEEBERYdykB9C8eXOWLVtGamoq7dq14+LFi8ycOZOzZ89SqFAh40bNv/76C4vFAtiD802bNrF06VLWr1/PmTNnmD17ttsa5fHjx3Mmhy9ypUqVOH78uNOyevXqMWfOHMaPH49Sig4dOlCkSBFee+01LBaLkZUfO3Yso0ePJiQkBIClS5fStGlTAgMDmTRpktM+c6vBdncDqxD5hQTPQgiRi7yyzkFB4Eg23ura55o1axojVJw4cYJGjRrRrl07SpcuzX/+8x9SUlJIS0szhmULDQ1l5cqVJCYmcunSJSpXroy3tzdxcXHGPitWrMjBgwfzfO1Jkybx+OOPU65cOaflMTExLuUXcHX0hZ49exq1zQ5XrlxxuvTvCIrr1KnjNNrG2rVrnco1mjRpkmc/swsKCuL48eMUK1aMwMBAChYsyMGDB1FK8fbbbzut++KLL9K4cWPatGnDBx98wOrVq53abTYbQ4cOZcGCBWzatMmp7EEpxYIFC3jggQd48MEHmTdvHqXdTDd5+vRpSpcuzfPPP897773HV199xXvvvUfbtm2pVKmSsZ7JZOL+++9n+/bt1KhRgy1btgDQu3dvHn74YSMj7uXl5XRy0KhRI9avXw/AmTNnOHPmjEvZDNhLcLp16+ayfPv27bz77rt06dLFafljjz1GxYoV+eGHH2jfvr1TmyMIXrJkCWfOnGHgwIFG27Rp01i2bJlxspbdihUrXOqxT506JZlnka9J8CyEEDnIK+vs5wc1asCff16dLOVWZp8dQe7p06epVasW48ePZ9OmTfTs2ZMdO3bg5eXFpk2bXLJ2CxcupGnTph7fmOfO999/73aSlYEDB1K5cmWXcZRfeOEFNm7c6PbGwvPnz1O8eHHjucVioWjRouzcudMIOLOPtuEQExNDSEiIx8OXVa9enc2bN7N161bMZjOjR4/OMasZHh5O9+7dqV+/PuPGjaNq1apG24ULF+jSpQvHjh3jt99+o2LFii7bFy1alJUrV9K1a1dq1qzpNHoIwIEDB6hduzY7duxg2LBhVK9end69e7NkyZIcZw/08vJiz549xkgVZ8+eZeXKlYwfP95oz014eLjLTZzgPvNstVoJCQmhTp06jBo1yqktNTWVIUOGMHnyZOPmxazi4+MZPHgwH3/8sXHjpdlsZsyYMTRr1oynnnrKZWSQpKQkWrVqxaJFi5yW9+rVy8hcX8/EPELcalLzLIQQOcgr61y6tD0ozppgvNW1z4cOHaJly5a89tpr1KlTx1g+d+5cUlJSePHFF52m605PT2f8+PFOddBWq9WpBEJr7TZIsdlsxnopKSlcuXLF6ebCw4cPs27dOsqUKWMsS0lJoW/fvsyYMYOFCxcawbDFYuHAgQNs3LiRzz//nGrVqhnbFC9enMuXLztlak0mE8eOHXPpz6BBg+jVq5fHx6t79+589NFHfPbZZ06B7JUrV4xyB4Bjx44xYMAAPvvsM3r06MHkyZOZMmWKcfNliRIl6NGjh0sNd/Zjd88997Bu3TqnkSUcr/fTTz8xdOhQypQpQ4ECBejatSuzZs3iwQcfJCwszG3/bTabU017x44dmTBhgvE8t1IWd9lbrTXr1q1j165dLsPEmc1mypcvzxtvvIGPjw/x8fGYzWZatGjBuHHjePvttylYsCD16tUzRmwBiI6Opnnz5kRHR/PRRx9Rs2ZNwsLCKFq0KP369SMqKopBgwa59KdOnTpua8pnzZpFaGgo06dPZ/78+cbkPkLkFxI8CyGEG57UOh85AuvW2f/N6laMvGGz2Xj11Ve5//77GTZsGC+99BJbtmxh+/bteHl5ERQUxO+//056ejqlS5dm4MCBWCwWRo4cSf369Y2REMAeyJYsWdJ4npGR4TJNtWO5I1ieMWMG48ePp1ixYgQFBRESEkLLli1p2rQpPXr0AOyX26tWrcrvv//OunXraNGihbEvb29vunbtSpMmTYiNjWXEiBG5vt9u3brx6aefUqRIEWOq5iJFirBlyxb++9//enzcevbsyUMPPUTt2rV56qmnAPtNbpGRkTzwwANkZGTQunVrqmfW1uzdu5e5c+eyfPly5s+fT7FixYyRJwYPHuxSipGenk5qaqrTMm9vb5dxuE+dOsWIESMYOHAgs2fPpn79+vz999+sX7+ekJAQIiIi6NWrF5MnT3aaZjw9PZ2dO3cao1CsWbOGV155xXiutc6xxMHdxDRKKYYNG8a+fftcAtfso64cPnyYsLAw+vTpw5w5c/Dx8WHhwoU8/vjjTsMhhoaGUq5cOf7zn//w1FNPMX36dPbu3UtCQgJ79uxh7dq1REdHs2bNGqf9N23a1G3wDPYs/tSpUylXrlyOU3wLcbsouSSSO6VUEBAfHx9PUFDQ7e6OEOIGpKWlcfz4ccqWLZvnlL979sDChVefnzwJ2e6hylXZsldrnwG6dLGXeNwIR2lGrVq1APvNWevWrWPy5MlOIyAcPnyYmJgY7r//fmMmt0KFCt3Yi3to1apV1K1b1+3/l8ePH6dAgQJOJRu3Q2JiIidOnDAC5v3791OyZEmjVCCrbdu2UaFCBbdt1yI+Pp5ChQoxfPhw0tPT+c9//kPNmjWN9jNnzrB48WK2bt3KjBkzrmmK8Gtls9k8LnvJPlPi9cqpNl6Ia5Hb/+EJCQmOG2mDtdY5D3tzE0jwnAcJnoW4e1xL8DxvHjjuo7NaYcsW1+HpcuPjAw0aXK19rloV3NyfJYQQwkP5JXiWGwaFEMKNLFelSU+HLGW9HktPB0e5Ztb9CSGEuHNJ8CyEEG6Eh0NMjP3nAgWuBsHXq1SpG++TEEKI209uGBRCCDcaNoSbUOoJ2PfTsOHN2ZcQQojb67YGz0qpokqp40qpyCzLopRSfyqlYpVSE1SWATlvRZsQQrhzzz3Qu7f9Jr/g4KvZ52t5BAfbt+/d274/IYQQd77bVrahlAoFfgYisyzzy1z2K9Ad+AjoDXx1K9pu6RsUQtzxChe+wAMPbKRevVNofQ13C2ZSygd//zIEBTUGStz8DgohhPjH3c7M87zMR1ZtgWDgJa31UeBV4Llb2CaEEG6lp5/nwoWZJCXtxWKJx2pNueaHxRJPUtJeLlyYSXr6+Zvex7179/LHH3/c9P2688MPP3g0jXdW//vf//jmm29uUY9cHT9+nCtZZ7XJxblz53jvvfeM8a1HjRrF33//fSu796+SkJBAjOOmATfS0tJyneDFU6mpqSxfvtx4fuTIERYvXuzxvjMyMoxxuj0dfUxrzdmzZ6+5r1prTp48mWtfso+1LfKn2xk899daT8m2rCawRWudkvl8D3DvLWwTQgi3EhI2Y7O5TjJxPWy2NBISNt+UfWX122+/0bt37zwDhQ4dOridWhtg165d3ONBTckbb7zB3r17r6l/WmuGDh1KfHz8NW334IMP8umnn17TNgAjRozg9ddf92jdjz/+mI0bN2Iy2S/ABgYG8tprr+W4/ujRo/Hy8sJkMuX68Pb2plsuYxKuX7+eEiXyvgrx559/EhgYSN26dalbt64xy16DBg2Iioqibt26VK1alQcffDDX/axcuZJOnTrl+R0xmUxEREQQFhZGeHg4GRkZKKWMyVgiIyMJDQ3l6aefznEf/fv3N05ABgwYkOPkJsnJyYSEhFC4cGFjAhx3j0KFClG/fn2nbZcsWWKMcw72mRt79uzJ0aNHAVi+fDlvvvmmyxTsFStWZOfOnS592bFjB1WrVuXw4cNUrVqVc+fOue3zW2+9xfDhwwHYtGkTdevWJT09Pcdj4fDll18ya9YsAH7//XcaNGjgNLNlVr169XKaFMjdo2jRoiil2L9/f56vLW6d2xY8a62PuVkcBBzPso4GrEqpwreozYVSyk8pFeR4AIE38DaFEHeo9PSr0wnabCmkp5++5ofNlpJlf9eeqcpL3759CQ8Pd5qRzmq1uswsZ7PZjODr3LlzjrFQAfDz88PX19d4/vXXX1OsWDEqVKhAtWrViIqKIioqiv379/Pqq68az6Oioihfvjzt27c3Xjd75u65556jd+/ebmcvzC2Y8/Pzw8/P7xqOxNXtsr63nBw6dIjJkyeza9cuatSoQVRUFHPmzGHfvn3Ge6tSpYrT7He+vr4888wzWCwWp8fBgwdp27at8fy9994zAvIbeW9+fn7cd999bNu2jW3btlGsWDGjH/PmzWPbtm189dVXLvtKSUlxmnFw2bJlaK1dJkWxWCykpFz9fvr7+3Po0CFGjhxJhw4d8PX1RSnFiRMnjMcHH3yQ4+Qta9euZeHChcaJ2JAhQ5gxYwaJiYku6xYsWJC0tDTi4+O5fPlyjo/x48e7jOUbEBDg9H0NDw9n5MiRnD59GoAVK1YwYsQIl+C5QIECBAQEuPQlJCSEQoUKUbFiRXr37u02KE1OTubDDz+kUaNGADRu3JiqVavyxhtvuD0WDjabjbfffts4Zq1btyYkJIR587JfdLf79ttvSUxMzPWYOE4SbsbENeL65beh6ixA9lO5NKDALWqLddOH/wPGXGvHhRB3Fx+fMMxm+2VnpfxIS7u2umelfPD1vToFtq9v2A336Z577uHSpUsugUGZLINQ22w2tNakpqYaf2B9fHyMgC4gIMDpD69Syml/3bt3p3v37ng7ZncBjh49Sp06dTh06FCOM9NNmDCB//u//3PazmHixIlOz202G8888wwzZ87k7NmzhIeHU7hwYWPfCQkJrF+/npdffhmwT1Fdr149Vq1aZezDarWSkJCAn5+fsZ1j5jx301I73nNGRgZPPvkkpUqV4kiWedXDw8OdsppWq9XpvTgCNscJguOYZWRksGfPHuP1AafguV+/fsyZM8eY4dFisZCYmEhoaKixTmxsLKtXr6Zp06bGsoyMDLZv307dunUBjOmwMzIy6N69O/7+/iQnJ7tcNahXrx7nz583jsmVK1cICQlxej3H+4uMjDSysY4+r1q1iueff954z1mnGY+Li+Phhx92ObZaa1555RVGjhxJYKA939SgQQMaNWrExIkTGTt2rNP6jlkvczrJMJvNRqCb/fvm7e1tLFu7di3t27encuXKzJkzh7///puoqCgmTJjA008/zc6dO6lWrRqA03e8WrVqRtmFzWYzMuEWiwVvb2+XKyVvvPEGlStXpkuXLsayDz/8kAYNGtCwYUM6dOjg9n189tlnBAQEGCdhSinefPNNXnvtNbp16+Z0IpKRkUFaWho+Pj4uv9+Ofmbl6QyR4tbIb8FzDBCVbVkgkHGL2tx5B5iUbd0zOawrhLhLFSx4Lykp9hpfpbzx8wsnLc3z+bn9/MJR6mrwVaBA1ZvQp4IsW7aMNm3a5Lqe2WzGx8eHxMREpwDFYrE4BcvuajytVit16tRxWpacnExGRobTFOAOX3/9NTVr1mTo0KEMGzYMHx8fbDYb3t7eXLx4kbAw15MGi8Vi1HY6Mqc7duwgMjISgPbt29O1a1d69+4NwMyZM11qp0+cOEHVqlXx8/Mzgtzk5GRMJhPTpk1zeq20tDTMZjNKKUaMGEFqairHjh1zOolIT0/n/vvvRymF1WqlcuXK7Nu3z2h3BCubNm3iwQcfpGDBgiilSExMxGKxEBISQlRUFJ06dXIKfvz8/OjevTszZ84E7NN9d+3alRMnThjrREZGugSSdevWdcraRkdHU69ePb755htKlCjBf/7zHz799FOXmW//+usv4+fJkyezYMEC1qxZk2s23CE1NZU///yTli1bGsuyHoOZM2eyYcMGl+0+//xzYmNjeeGFF5yWT5o0ifvvv5+uXbs6BeEdO3Zk48aNOWaxzWYzv/32m9MyrbVTPbAj0K1duza9e/emZcuWtGrVio8++oi///6bUaNG4efnx+HDh5k0aRJnz55l3Lhx9OzZk/T0dHbt2kVkZCRxcXFUqFCBy5cvYzabXUoqNm/ebJT4ZFWzZk0mTpxI165dmTVrltNVCoALFy4watQoFi5c6BToPv7440ybNo0333yTcePGGcu//fZb+vbta2T8s7NarfTo0YNJkya5tIl/Xn4Lnv8E+jqeZA5h54c9AL4VbS601ulkyVTLqHZC/DsVLBhFXNxazGb7DWh+fuGkp5/xKPuslA9+fuHGcx+fUAoWzH4Of+0CAgI8uqHIEZQMGTKEe++13+Kxe/du3nnnHRYvXgzYa35TUlLo2LGj07a+vr7s37+fPXv2EBUVxYIFC2jbti0FCxZEa82yZct45JFHAAgNDTWCsqzlA44+5hQcOeqDAbeZaneyZ9rKly/vUg7SvHlzOnfu7BTELVmyhD59+qCUQmtNTEwM06dP57nnnssx86y1dltuAPZL9o7M9rx583jxxRfx9/c3guEPPvjAaf3rfX+Oz82R8U5KSuLo0aO0adOGoKAgkpOTeeCBB0hLS6Nt27ZMnjzZaft169bx2muvGSU4WcXHx9OhQwdmz57ttHzlypWULFky15KA7BnQXbt2MWzYMJYuXWp8dypWrIiPjw+VK1dm3LhxtGvXjnXr1hknR1mvIOQma43y0aNHeeCBB9BaExsbS7ly5ejXrx9eXl58/PHHxonglClTnAL1oKAgGjduzC+//EKdOnUIDw93+kyCg4NJSkpCa83//vc/ypcvb5ycnjhxgscee4xRo0Y51Vk7DBo0CB8fH55++mkWLFjAJ598QlhYGBaLhSeeeIJOnTrRrFkzYmJiSElJITzc/n/C7NmzqVOnDpGRkTz3nH38gl69etGrV688j0lcXJxHx07cWvkt778OCFZKPZP5/BVghdbaeovahBDCLaW8CAlpluW5t1NADBAQUIHg4KYEBDgHJ9mzziEhzVDq5vx3ey0jFJw8eZIqVaoAUL16dY4ePWrUR7dt25Zp06a5DcYLZJlOcfHixbzyyiuAvZ60T58+TjdVuavfdVz2zlqbmpcmTZoYN6atWrWK4cOHG88dN2rl5fjx40aA5pCYmEiRIkUAezJk9uzZREREcPr0aWrVqmU8Ll26RLdu3Yzn9913n1NNcHYXL15k2LBhvPvuu3n2a8GCBcZ7efTRRzlz5ozTjXhnzrhe3Ny/fz/79+9n165dzJkzB7CPXhIUFET79u3Zvn07u3fvNuq3s1q9ejWPPPIIxYoVc6pZdjyGDRvm9nNr1qwZZrOZuXPnGssqVKhAgQIFiIyMZPz48RQufPV2oSNHjtCxY0eGDh1Ks2b235UePXo4lWkMHjyYBx98kCZNmjgFzdOnT3c6Blkf2bPOjn6cP3+eefPmUbt2bU6dOkXTpk1JSUnh9ddfJzAwELPZTMeOHWnZsiUWiwWbzUbx4sXp2bMnISEhPPLII1SvXh2bzUadOnUICAjgiy++oGjRosTFxbFw4UKjpthqtdKhQwdatWrF77//jre3t3HVJuvjgw8+YOXKlVy+fJkCBQpgtVrp06cPly5d4qOPPgJg1qxZPPDAA8bvWpkyZfj6668ZPHgwr732mpHtjo6OzvGY9O/fP+cvmPjH5avMs9baopTqD3yjlJoAeAPNblWbEELkJq/sc3r6aXx9S5CeftrYxn3WudpN6Y/NZrumq2F79uyhWrVqpKenU7BgQdq1a8f3338P2IORGjVquL15yZEVjo2N5Y033jCGAnvvvfcYO3YsRYoUyXVYr4sXLwJQtGhRp+VaazIyMkhKSqJgwYLA1at7GzZsyLVsI6ebrBwuXbrEqVOnqF27ttPyxMREp4AP7FncAgUK0KpVK2PZ0aNHadCggXFjntlsZtGiRTz55JMurxUbG0uHDh0YOHAgDRo0yLVfSim6du2aZ9lGVkePHmX9+vWcOnWK33//nZMnTzJp0iS6du3Ko48+Sq9evQgLC6Nhw4aULVuWokWL8t5772Gz2fjggw+YOHEiQ4cO5f3336dJkyYufTp9+jRt27Z1WR4YGMiUKVN49dVX6dmzJ2APkJ988kmGDx9O7dq1nbLV8+fPp0GDBsaNc2vXruXs2bNGrbrDF198wfDhw41j6zgutWrVYtGiRU7rVqhQwemGx9xERkbyxBNPcOyYffyBwYMHc+7cOc6dO8fw4cNdPneHjIwMDhw4wLhx4/Dz8yMiIoK//vqLgwcPGjXd3t7e/Pzzz4SHh5OWloaXlxeNGzdmxIgRdO7cGYCvvvqKH374gaZNm7JmzRrAXjazdetWli5dSsGCBbFarXzyySeMGzfO6UpMmzZt+PHHH9mzZ4/TiC8nT54kNjaWkJAQY93x48df80g34ta67cGz1lple75IKVURqAts0lpH38o2IYTIiSP7HB29MPO5c+2zzZZOUtIebLar9yTfyqzzlStXnLLCubl8+TI1a9akbNmynDp1imLFijFq1CgsFotRE/zhhx8SExPD119/7XYfw4YNY8uWLXh5eTF06FBKlSrF1KlTmTBhAps2bcrxtfft20dERIRTgAj2y/AtWrQwAmfwfGzdvDLu3333HfXq1XO6eRLsl7mzBiJgH2Hh1VdfpUePHoC9rvXQoUO89dZbxjoWi8XtsV63bh19+/albdu2jBo1yqkm2J3reX82m43XXnuNRo0a8Z///IfOnTsbxywsLIxffvmFgwcP8t1337F7927CwsLw8vJiy5YtLF26lPXr13PmzBlmz57ttkZ5/PjxbrPdAJUqVeL4cefa/nr16jFnzhzGjx+PUooOHTpQpEgRI2vqKDkZO3Yso0ePNo730qVLadq0KYGBgS61urnVYHt6ghgREcHJkyf55ZdfXNoefPBBp2DdQWvNlStXCAoKIiMjAz8/P6Kiovjhhx/w9/enXLlyxrqOk5pChQqRnp7OoUOHqFu3rlHWEh0dbZRiOFSrVo19+/YZ72/u3LkEBwfz1FNPAXDmzBlOnDhBkyZNaNOmjdP9CzfjmIh/xm0Pnt3RWp8F3I7rdCvahBAiJ3lln63WBGPdW5l1Tk1N5fLlyy5/rHMSGhrKypUrSUxM5NKlS1SuXBlvb2+nmsmKFSvmOPGJxWJhwoQJxigYVapUYcaMGTRp0gSbzZZrdvDHH390m/G8cOGCy+gQjqCxTp06TqNtrF271qlcw93+HGJjY3nnnXeYMGGCS9uVK1ecMpAvvfQSy5cvx8vLyxh/Nzk5mUuXLjmNJOHIkq9Zs4ZSpUo5HZd+/frx8ssvM2PGDMaPH0/ZsmVz7JvNZmPevHksWbLE2D77aBvZVaxYkZ9++ommTZty4MAB3n33XY4ePUpqaiqtWrXi5MmT+Pn5kZqaStmyZY3SkUaNGrF+/XrAHqQ5ykOyi4+PdzsW9fbt23n33XedRpUAeOyxx6hYsSI//PCDMTShgyPgW7JkCWfOnGHgwIFG27Rp01i2bJnTDZxZrVixwqUe+9SpU3lmnq9cucLo0aPx9/cnISGBd999l65duxrtM2fOdAqoL126RHJyMv/5z3+oW7cuwcHBBAQEGCPSNG3alH79+jn1PbtFixYRGRlJxYoVjWXnzp1z+/voOCYpKSmMHj2aWbNmGcHvpk2bGDp0KPv3789xWMWsvwtg/35nvYlT3H75reZZCCHyFU9qnx1uZdZ51apVFChQwCkz5omFCxfStGlTj29cA3u954kTJ6hRowblypUjMjKSo0eP8vjjjxs1mDkFRAcPHuTHH390O5nGhQsXXIINi8VC0aJF2b17tzGW7UMPPcTHH3/sNL7tokWLiImJcclAJycn065dO0qXLs0TTzzh8prnz5+nePHixvNJkyYZN0S+9NJLpKSk8Morr1C7dm0GDBiAr68vkydP5q+//uLw4cNG4OwI6Fq2bGmUJbRq1YqvvvqKpUuXOr1m1j76+vrSr18/432sWLGC0qVLu4zf26hRIy5fvuy0Xb169di3bx/79u0zRi0JCAjgxx9/ZN++fXz99de5jhkdHh6eY81zdlarlZCQEOrUqcPUqVOd2lJTUxkyZAiTJ092OzFIfHw8gwcP5sMPPzRKE8xmM2PGjOGLL75we5UiKSmJVq1aceTIEadHjx49jMx11qz9mTNn6Nq1K4899hgmk8koh1FK8dJLLzmNPz5q1CgjWN28eTOlSpWibt26DBs2jPT0dB555BHeffddli1bRunSpfHz8yMtLY1HHnmEv//+2yV4P3XqFMOHD2fMGOdRbM+dO0fp0qVzPP6vvfYa9evXp3nz5sb7admyJeXKlWPEiBFujwnYR57Jekw++ugjqlat6nJMxO2TLzPPQgiRn3gy8satzDprrXn//fd59NFHcxzBwp309HTGjx/PjBkzjGVWq9UpuNNau/xBTk1NpUKFCk5TEGfNPDuMHz/eabuMjAx69erFgw8+6HY4vaNHj7oEz8WLF3cKGsGeuXPUsTrYbDZjdAPHDXQnTpzgySefJDo6mnXr1hkZv/j4eM6ePcvRo0f55ZdfnGa6W7duHQsXLuSnn36iVq1abNq0ib1792Kz2fjvf/9LgwYNGD58OL179+ahhx5i+PDh3HvvvZjNZmbPnu10M507WmunrG72Ma5NJhNxcXHExMQYNzKCvVa2Zs2a/PXXX1SuXBmttdM4z46bMG02m9M4zzmdTLnL3mqtWb9+vdtZJc1mM+XLlzfql+Pj4zGbzbRo0YJSpUrx1Vdf0bVrV+rVq8e4ceOMUVqio6N56KGHiI6O5qOPPuK1117j/PnzpKWlERkZSVRUFIMGDWL79u1OJ3B16tRxO9PirFmzOHToENOnT2f+/PnGMbrnnnuIjIzk999/dxlK0VEP7pA189ygQQOOHTtG6dKl2b17N1999RU7duxgw4YNTJs2jbNnz9K/f3969uzJiBEjCAsLo3Xr1rz00kuA/ebLnj170rVrV+NzPXToECdOnGD9+vU53sw6atQoJk+eTKNGjWjQoAEXLlwgOjqa4sWLU65cOWbNmkXfvn2pV6+esY2XlxdjxoxxGe3kqaeewmq18sUXXxhjirub8EX8cyR4FkKIPORV+wy3Nuu8YcMGtmzZ4pIRzMvIkSOpX7++MRIC2DO9JUtenbwlIyPDaci39PR0t4FXWlqakXWMj4/n66+/pmDBgsakGCkpKfTo0YPk5GSWLVvmtL/Jkydz/vx5vvjiC5eRIdzp1q0bL7zwAlOnTjUuXzvGUp4/fz5gnznv8ccfp379+mzevNmpvjUlJYXq1asD9uHrsgazhw4dIj4+nm+//Zb7778fsN/E5xiarm7duqxZs4adO3eyePFio6zAbDYbE7vk5oMPPmDr1q05tlepUoXq1atTtmxZpxMhi8XCU089ReXKlY3Xu++++4wb0RyfWXp6OvPmzSMqKootW7bkOB25u4lilFIMGzaMxMREhg4d6tSWfdSVw4cPExYWRp8+fejZsydKKRYuXMjbb79tTNgC9vKgcuXK0bJlS2rUqEHFihUpX768ke1PTk6mUqVKrFmzxmkq8awTwmRXtGhRpk6dSs2aNRk5ciRgv4Ev+zCAYD/Re+mll5xG+IiLizMCbKWUkR1++eWXGTVqFJUrV6Zy5cpMnz6d/v37M3fuXDp06MBzzz3H3Llzjasqc+bMYdCgQbz55ptOx2vNmjVMmTKFQYMG5VhOVKpUKZ566iljGvXy5csTERFhfOYvvvgiH3/8sdMNmEFBQS4Tyjh4e3uzadMmTp06xWeffeZ0NUX885RcAshd5hTd8fHx8S6D0Qsh7ixpaWkcP36csmXLXvP0tlrbOHt2mpF91tpKQsIWtDajlA9BQQ2M4NnHJ5RSpQbdtOAZ7JeIswa9nnDM5OaY3e5G7Nmzh4iICKNO0zERi8POnTt58803+eKLL5wyqmCfZc9kMtG6dWuXetob8dNPP9G+fXu3s6399ddflC5d+o79f9tqtZKamprrZ+fJOtk5ZmH0RFpa2k2ZBjp7lv12MZvNRskH2E9Ezp4965S9P336tFMpRnR0tNsbD29UUlISfn5+13QlSeT+f3hCQoLj/6dgrXWC2x3cJBI850GCZyHuHjcSPAMkJe0xss/2/Z0kLe04/v5l8fePMJYXK/YYhQpVvyl9FkIIYZdfgme5YVAIITxUsGAUPj5Xxy728wvHy6vALat1FkIIkf9I8CyEEB5yN/JGoUI1b1mtsxBCiPxH/ocXQvzr3Ei5mj37fHWMXi+vq0OFSdZZCCFunfxSaizBsxDiX8Nxc05KSsp170MpL0JDOzplm+3LvTOXy3+rQghxKzhGBrqWcetvBRmqTgjxr+Ht7U1ISIgx1FaBAgWuc9rbYhQu3J3ExI1YLHGYTCEEBjYGirkdIkwIIcSNsdlsREdHU6BAgVynMv8nSPAshPhXcUzMkHWs2ut3v/FTYqIFOJ7zqkIIIW6Il5cXZcqUuc6kx80jwbMQ4l9FKcU999xDWFiYy8QQQggh8i9fX1+Pxym/lSR4FkL8K3l7e9/2ujkhhBB3ntsfvgshhBBCCHGHkOBZCCGEEEIID0nwLIQQQgghhIckeBZCCCGEEMJDEjwLIYQQQgjhIQmehRBCCCGE8JAEz0IIIYQQQnhIgmchhBBCCCE8JMGzEEIIIYQQHpLgWQghhBBCCA9J8CyEEEIIIYSHJHgWQgghhBDCQxI8CyGEEEII4SEJnoUQQgghhPCQBM9CCCGEEEJ4SIJnIYQQQgghPCTBsxBCCCGEEB6S4FkIIYQQQggPSfAshBBCCCGEhyR4FkIIIYQQwkMSPAshhBBCCOEhCZ6FEEIIIYTwkATPQgghhBBCeEiCZyGEEEIIITwkwbMQQgghhBAekuBZCCGEEEIID0nwLIQQQgghhIckeBZCCCGEEMJDEjwLIYQQQgjhIQmehRBCCCGE8JAEz0IIIYQQQnhIgmchhBBCCCE8JMGzEEIIIYQQHpLgWQghhBBCCA9J8CyEEEIIIYSHJHgWQgghhBDCQxI8CyGEEEII4SEJnoUQQgghhPCQBM9CCCGEEEJ4SIJnIYQQQgghPGS63R0QQgghhBD5y/HUVDYlJHAqLQ2L1te8vUkpyvj70ygoiLIBAbegh7ePBM9CCCGEEMJwPDWVry9evK6g2cGqNYdTUjiemspTxYvfVQG0lG0IIYQQQgjDpoSEGwqcs7JozeaEhJuyr/xCMs9CCCGEEMJwKi3N+DnOYiHOYrnmfYSYTISY7GHmySz7uxtI8CyEEEIIIQxZs85xFgsnriP4jfT3N4Lnm5XFzi+kbEMIIYQQQggPSeZZCCGEEEJ4ROXSdnfll3MmwbMQQgghhMiTApqFhOTYvjYu7l8RQEvZhhBCCCGEEB6S4FkIIYQQQggP5cvgWSn1tFLqlFIqSSm1QikVmbk8Sin1p1IqVik1QSmlsmxzXW1CCCGEEEJ4Kt8Fz0qp8sBbQCfgXuAkMFMp5Qf8DGwH6ma29c7c5rrahBBCCCGEuBb5LngGagNbtNY7tNangK+ASkBbIBh4SWt9FHgVeC5zm+ttE0IIIYQQwmP5cbSN/UBLpVRt4BjwPPA7UBN7UJ2Sud4e7FlkbqDNRWam2i/LosAbeztCCCGEEOJuke+CZ631fqXUAmBH5qLjwP3AK5k/O9bTSimrUqowEHQ9bVrrWDdd+D9gzE1/Y0IIIYQQdzCNfTi63Nr/DfJd2YZSqgHQAXvAHAh8CywDLEB6ttXTgAI30ObOO9jLPByP8Ot5H0IIIYQQdxudy+PfIt8Fz0A3YJ7WeqvWOgkYBZQDYoBi2dYNBDJuoM2F1jpda53geACJN/JmhBBCCCHE3SPflW1g71PhLM8DgYLYM8gNHAszh6/zwx4c/wn0vY62f1x6+gUSEjaSlnYKrc3XvL1SPvj7lyEoqDF+fiVuQQ+FEEII8W9mUgqrtueSQ0wmIv39r3kfIaarIabpLhshOD8GzxuBL5VSQ4GL2APfi8BHwEil1DNa69nYa6BXaK2tSql1QPC1tv3Tbyw9/TwXLszCZku7of0kJe0lJeUwJUr0ws/vnpvUOyGEEEIIKOPvz+EU+zgLISaTUyB8PSKuI/jOz/Jj8DwfqAy8CNwD7AO6aK3NSqn+wDdKqQmAN9AMQGttuZ62f1pCwuYbDpwdbLY0EhI2U6xYl5uyPyGEEEIIgEZBQRxPTcWib7yS2aQUDYOCbkKv8g+lb8KB+ScppUphn+xkk9Y6+ma05fF6QUB8fHw8QTf44Z858xFms71axGZLwWy+cs378PEpipdXAePn8PDBN9QnIYQQQojsjqemsjkhgZNpadcVRJuUIsLfn4ZBQZQNCLgFPXSWkJBAcHAwQHDmPWu3TH7MPOdKa30WOHsz2/4pPj5hRvCslN811z0r5YOvb0njua9v2E3voxBCCCFE2YCAfyTovRPlx9E27loFC16dm0Upb/z8rm0UPD+/cJTyNp4XKFD1pvVNCCGEEELkTYLnf1DBglH4+BQ1ntuDYR+PtlXKxynY9vEJpWDBqJveRyGEEEIIkTMJnv9BSnkREtIsy3PX7HNAQAWCg5sSEFDBaXn2rHNISDOUko9PCCGEEOKfJNHXPyyv7HN6+mnAlvmvnfusc7V/pL9CCCGEEOIqCZ7/YXlln222dJKS9mCzXZ1RXLLOQgghhBD5g0Rgt0Fe2Wer9eoIK5J1FkIIIYTIPyR4vg08qX12kKyzEEIIIUT+IVHYbeLJyBuSdRZCCCGEyF8keL5NPMk+S9ZZCCGEECJ/kUjsNsot+yxZZyGEEEKI/EeC59sot+yzZJ2FEEIIIfIficZuM3fZZy+vApJ1FkIIIYTIhyR4vs3cZZ8LFaopWWchhBBCiHxIIrJ8wJ59DjWee3n5GT9L1lkIIYQQIv+Q4DkfUMqL0NCOTtlm+3LvzOXyMQkhhBBC5Aem290BYefvX5oSJXoTH78eiyUWk6kwwcEP4O9f+nZ3TQghhBBCZJLgOR/x9y+Nv/+Tt7sbQgghhBAiB1IPIIQQQgghhIckeBZCCCGEEMJDEjwLIYQQQgjhIQmehRBCCCGE8JAEz0IIIYQQQnhIgmchhBBCCCE8JMGzEEIIIYQQHpLgWQghhBBCCA9J8CyEEEIIIYSHJHgWQgghhBDCQxI8CyGEEEII4SEJnoUQQgghhPCQBM9CCCGEEEJ4SIJnIYQQQgghPCTBsxBCCCGEEB6S4FkIIYQQQggPSfAshBBCCCGEh0y3uwNCCCGEECJ/OZ6ayqaEBE6lpWHR+pq3NylFGX9/GgUFUTYg4Bb08PaR4FkIIYQQQhiOp6by9cWL1xU0O1i15nBKCsdTU3mqePG7KoCWsg0hhBBCCGHYlJBwQ4FzVhat2ZyQcFP2lV9I5lkIIYQQQhhOpaUZP8dZLMRZLNe8jxCTiRCTPcw8mWV/dwMJnoUQQgghhCFr1jnOYuHEdQS/kf7+RvB8s7LY+YWUbQghhBBCCOEhyTwLIYQQQgiPqFza7q78cs4keBZCCCGEEHlSQLOQkBzb18bF/SsCaCnbEEIIIYQQwkMSPAshhBBCCOEhCZ6FEEIIIYTwkATPQgghhBBCeEiCZyGEEEIIITwkwbMQQgghhBAekqHqhBBCCCFEnjT24ehya/83kOBZCCGEEEJ45N8SIOdGyjaEEEIIIYTwkGSehRBCCCGEwaQUVm3PMYeYTET6+1/zPkJMV0NMk8ptUu87jwTPQgghhBDCUMbfn8MpKYA9CM4aCF+PiOsIvvMzKdsQQgghhBCGRkFBNy1bbFKKhkFBN2Vf+YVknoUQQgghhKFsQABPFS/O5oQETqalYdHXfpugSSki/P1pGBRE2YCAW9DL20eCZyGEEEII4aRsQMBdF/TeLFK2IYQQQgghhIckeBZCCCGEEMJDEjwLIYQQQgjhIQmehRBCCCGE8JAEz0IIIYQQQnhIgmchhBBCCCE8lK+DZ6XUu0qpn7M8j1JK/amUilVKTVDq6gje19smhBBCCCGEp/Jt8KyUigIGAS9mPvcDfga2A3WBe4HeN9ImhBBCCCHEtciXwXNmZvgzYLLW+mjm4rZAMPBS5rJXgedusE0IIYQQQgiP5cvgGegH1AKOK6XaK6V8gJrAFq11SuY6e7BnkbmBNhdKKT+lVJDjAQTerDclhBBCCCHubPkueFZKFQLGA4eBcOAlYB0QBBx3rKe11oBVKVX4Btrc+T8gPsvjzE17c0IIIYQQ4o6W74JnoAtQEGiptR4HPASEAH2A9GzrpgEFAMt1trnzDvYyD8cj/HrehBBCCCGEuPvkx+A5HPhDax0DoLW2YC+18AeKZVs3EMgAYq6zzYXWOl1rneB4AIk38F6EEEIIIcRdJD8Gz6eBgGzLIoBhQAPHAqVUJOCHPTj+8zrbhBBCCCGE8Fh+DJ6XAlWVUgOUUuFKqSHYbx78DQhWSj2Tud4rwAqttRV7TfT1tAkhhBBCCOExZb9/Ln9RSjUAJgK1gQvYh5lbpJTqBHyDvZTCG2imtf4rc5vravOgL0FAfHx8PEFBQTfrLQohhBBCiJskISGB4OBggODMsttbJl8Gz7lRSpXCPtnJJq119M1oy+P1JHgWQgghhMjH/sng2XQrd34raK3PAmdvZpsQQgghhBCeyI81z0IIIYQQQuRLEjwLIYQQQgjhIQmehRBCCCGE8JAEz0IIIYQQQnhIgmchhBBCCCE8JMGzEEIIIYQQHpLgWQghhBBCCA9J8CyEEEIIIYSHJHgWQgghhBDCQxI8CyGEEEII4SEJnoUQQgghhPCQBM9CCCGEEEJ4SIJnIYQQQgghPCTBsxBCCCGEEB4y5bWCUsoHmKe1fizzeTnAF7BlWc0HOApUBu7TWn95C/oqhBBCCCHEbZVn8AxYgPuyPP8CKAlcBFTmMg28k9n2v5vZQSGEEEIIIfKLPINnrbVWSgUqpboC2zMXvw8cyfz5kNb6glJqBPCF1nrMLeqrEEIIIYT4BxxPTWVTQgKn0tKwaH3N25uUooy/P42CgigbEHALenj7eFrz7AM8CSwGGmLPNHcBJgEblFJngYLAW7eik0IIIYQQ4p9xPDWVry9e5HBKCuk2G1atr/mRbrNxOCWFry9e5Hhq6u1+SzeVJzXPCojRWnfJfL4ae23zD8DCzNVCgRbA70qpdlrrxFvUXyGEEEIIcQttSki4rmyzOxat2ZyQcFdlnz2pefYFrFme7wPqAXWyrfMS9qz0HKDTTeqfEEIIIYT4B51KSzN+jrNYiLNYrnkfISYTISZ7mHkyy/7uBp7UPKcD5ZVSU4FgrfXTSikvrbUtcySOt4CRWmsNbFdKtVBKBUr2+RZITYXdu+HwYYiNhYwM8PWFwoWhYkWoWRPuojM7IW45+Z0SQggXWbPOcRYLJ64j+I309zeC55uVxc4vPMk8OzQD+mf+vFsp1Qd7prkKsEUplYZ99I0ACZxvssREWLMG9uwBs9m1PSYGjh6FlSuhRg1o0QIKFfrHuynEHUN+p4QQQlwnT2qeywEPAKFa682ZiwsAnwCRQCPsNxIOAb7GfmOhuFlOnYJvv7VnyPJiNsP27bB/P/ToAWXK3Pr+CXGnkd8pIYS4biqXtrsrv5wzTzLPfYHHgAJKqdZAdeAKMBP7aBt+QJLW+g+lVIrWeuut6uy/zqlTMGeOa2YsPd1+idliAZPJfonZz+9qe2qqfbunn5Y/9kJkJb9TQghx3RTQLCQkx/a1cXH/igDak+B5lNb6VaXUXiAD+A/gj71cowvwORChlPocKKWU+lxr3T/n3QmPJCbas2NZ/8gnJsLJk3DlCmStH1IKihaFiAgIDLQvM5vt2z//vFxuFgLkd0oIIcRNkec4z1rrrNNw9wJ6Axux1zuvwT76xj5gKfAcsOpmd/Jfac0a58vK0dGwcydcvuz8Rx7szy9fvtrukJoKq1f/I90VIt+T3ykhhBA3gaeTpAC8jj0wPgM8hb2+ORX4EPhca71Ya71Iaz3v5nfzXyY11X4jk0NiIhw4ADZbztuAvX3/fvv6Dnv2wF02RIwQ10x+p4QQQtwkHo+2obVe5PhZKeWvtZ6c+fRA5kPcLLt3O19aPnnS+Y98cLD9cnJQECQkwIkT9n/Bvt7JkxAVZX9uNsOuXdCgwT/VeyHyH/mdyvdkKmAhxJ3iWjLPACilmgN/5NDmpZT64gb7JA4fvvpzerq9HtMhOBhq1YIiRew3NhUpArVr2//oO1y5Yt/O3f6E+DeS36l8TaYCFkLcSa45eMY+1vNWsE/drZQanKVNI0PV3bjYWOefs2ZhIiLsNzNlpZR9uYPWrvsQ4t9MfqfytVsxFbAQQtwq1zJJCkqpskBnYBSA1lorpd5XSp3PfL5AKZVx87v5L5OR5RBmnxIzazYsq+Bg5+dZt8uQj0T8y8nvVL4mUwELcWfQ2Iejy63938Dj4FkppYBPgfeB8cDEzKYMoCDwulLqacB6szv5r+Pre/VnU7aPKCHBflk5u/h45+dZt8u6PyH+jeR3Kl+TqYCFuHPIb9e1lW18CMRprccAKVmWW7XWs4DKwG/kPvmM8EThws4/Z72kfOKE+2G1Tp68+lwp130I8W8mv1NCCCFuEk+m564I/BeIALpeXawewB58mzJ/VtjHe5bM842qWBGOHrX/7Odnn6zBMdZsQoJ97NmICPtl5fh4+x/5rDV+RYs6z45WseI/13ch8iP5nbpjyVTAQvzzTEphzUwqhJhMRPr7X/M+QrJcrTNlv6/kDudJ2cYg7BOj1NBaOwrRfIH3sP+/FoC9lONa9ilyU7MmrFx5dWitiAiIibk6tFZCAuzd635bLy/nG518fOwjCQjxbya/U3ckmQpYiNujjL8/h1PsRQZZ7ye4XhHXEXznZ56UbbwEvAGsU0rVylyWprVupLVuCCRprRtm/twJew20uBEBAVCjxtXngYFw7732P+K58fKyr+eYThjs+7nLvrRCXDP5nRJCCI81Cgq6adlik1I0zOnG7DtUnqcSWmsNTFJK7QeWKKUeArL+5dBKqUDgY6AZ1zf8nciueXP7zGaO8UpDQ+1jz548aR9zNmuNplL2y8oREc5/5AMCoEWLf7TbQuRb1/E7lV4plISSl0jzP4xWNnvWuYo3nPJsXiilfPD3L0NQUGP8/Erc/PckhBC3QNmAAJ4qXpzNCQmcvIGJiyL8/Wl4F05cdC0zDC7PHNN5BbA6S5MfMBB7QF0POHhTe/hvFRgIPXrAnDlXLzUHBtpnOUtPt48za7HYRwAoXNi5HhPsf+R79IBChf75vguRH13j71R6YAYXSuzG5pVZreblBTWiwGQFa0rOr5NNUtJeUlIOU6JEL/z87rkFb0wIIW6+sgEBd13Qe7NcUxGL1vpHpVQjoHHm0HUK2KC1NmqelVISreUiPf0CCQkbSUs7hdbmvDfokGyfCjjzj73SXvinBRMUWAa/jBwOdUCAPUgoU+bmdVyIu0GZMvD00/Dtt1cz0GA/+SzhnBlOCDp2NXA2mSCquuvYzx6y2dJISNhMsWJdrrfnQggh8onrqQAfDfwN9NZafwW0cTQopbyA2Tepb3ed9PTzXLgwC5vtGsYwDfSF+2vBieNw8SLYzCQVukRKgRhKXKiJX0aWMg0fH3s9ZosWknEWIidlysDzz8Pq1bBnz9UsdDbpfgn2bHPx4tjKFMesEiD92mau8/EpipdXAfv+0s/ecNeFEELcftccPGutU5VSjwPb3bTZsE/fLdxISNh8bYGzg68vVKoM5crBhYsQcwVbWhoJYZcplhJhL9uoWNE+ooBcYhEib4UKQYcO0KoV7N4Nhw/byzYyMuy/b4UL41POG3NYGph8UNpKWsJfnl0tyqSUD76+JY3nvr5ht+KdCCGE+Idd19gjWust2ZcppSYCV7TWb99wr+5S6elnjJ9tthTM5ivXvA+fkkXxCv//9v48zpHrPOy9f0+hCkvvPdM908PZSQ4pkkMOtZO0xMWWHNuJIluKF0qmxcSOEkt27OvrN7aV5Hq513EcJfLHi+w48bUWXpnypiV2HNuyJJKySFoUJc5wkzQczs7pnpne0AtQAKrO+8fBUuh9QQMF9PPlB2xUoYCuxhlUPXjqOefss6/n7YR9P9mw/VNq28lk4I477G2B7tkTzF/5FAAiCVKpfeTzp9f80qnUPkQS1eWurps2v7/bjE4FrJSKo3UFzyLSj50EpVh+rmeMmRKRDwNvBP5J43exc3jeLorFCQBEUmuvey7TTJZSzdPdfZSpqUerX3JTqX34/oU1fWZFPFKpfdVlzxuiu/volu1rJ9MAWanWOJ3L8Xg2y7lNjLZxIJ3mrg4cbWO9w8r9PZDFTs89A3xTRA4A+7DD1P2YiNzY2F3sHN3dN1fvVzJZ66GZLKWaR8RhYOCeyPLiz2wmcz39/XeTyVxft37hZ3Vg4B5slxCllIq/07kcnxgb4+T8PH4YEhiz7psfhpycn+cTY2OcjnbQ7gBrmZ57J/BrwC8CGGOcyGNXjDHngLeLSBo4DPx1+adaQDNZSrWX1T6zvn+eZHIE3z9ffc7Sn9VbmrvjbUanAlYqXh7PZjeUbV5KyRieyGY7Kvu8lrKNYWAQeAHwFjwWfWeLxpgfFZHnG7VznaaSybqyQh1lJnM9yeQ1FAqvkMu9VF2vmSylmm+1z2wY+szOniAM/epz9LO6fjoVsFLxci5fG9xgqlRiqlRa92tEP8tn8xsYLCHG1jLD4DeA7xeRAeBrCx8Xe5b4H8AF7DB2YYP3saNoJkup9rLaZzYIasPX6Wd1Y+7q6+N0LteQTFcnTgWsVLNFP4tTpRJnNhD8Hkqnq8Fzo7LYcbHmdIgxZgqYXbBagJ8DfOBXK5s2ZM861Gp1lJrJUipe1lL7XKGf1Y2pTAV8Q1cXKcchIbLuW8pxuKGri3fv3t1Rl4eVUvGzpmtjIpIE3o0NlqMM8EFTTsGUZx3c2BRc24hmspRqL2vpr6Cf1c3RqYCVag8r9SjYLtnTtXQYHAD+CsgD3UtssltEngNyQAq41Mgd7ERrqX2u0EyWUq23ls+sflaVUp1OgHsGBpZ9/NGpqW0RQK/lyD4PfAx4CzAnIn9Yvn2k/PgrwC3l2wFAh4BYg+7uo3jezuqyPfHW98fUTJZS8bHSZ1Y/q0optX2sGjwbYwrGmN8vT739S8AjwOeALwI/g81G/zXwAeCoMR1WFb5F1lJHqZkspeJjpc+sflaVUmr7WNfR3Rjz58aYjxtjHi7//P+MMTPAe4BJ4BMi8sCW7GkH0kyWUu1lqc+s43TpZ1UppbaRhqRGjDFfM8b8KnA98EeNeM3tQDNZSrWXpT6zPT3H9LOqlFLbSEOP8MYKGvmanU4zWUq1F/uZHaouO06qel8/q0op1fk0PdJimslSqr2IOAwNvb3uM2rXJ8rr9bOqlFKdbHNzoKqGsGPIPkaxeBXQTJZScZdO72dk5EGmp79EqTSJ6w7S3/9m0un9rd41pZTaMgY7HN1Kj28HGjzHQCWTNTr6UaJVL5rJUqrG90fJZr9MPn+ubnKStRLxSKcP0Nf3baRSI5ven3R6P+n0uzb9Okop1U62S4C8Eg2eY0IzWUotz/cvMTr6McIwv6nXmZ19lvn5k4yMvIdUak+D9k4ppdR2osFzjGgmS6mlZbNPbDpwrgjDPNnsEwwPv6Mhr6eUUp3GFSEoT9sx4LocSqfX/RoDbi3EdGWlSb3bjwbPSqnY8/0L1fthOE+xOL7u1/C8nThOV/n1LjZs35RSqtMcSKf5SjbLed9nulQi3MD8d+dF6Hdd9qdSvLGvbwv2snU0eFZKxZ7n7aJYnABAJLXuumcRj2TymupyMrmr4fuolFKdYn8yyUfm5ihtYtLowBgmikWypRLvHBpa/QltJPY90UTkr0XkwfL9oyLylIhMisgHRWrXATb6mFIq/rq7b67eX2oq+9UsnHSoq+umhu2bUkp1mvOFArd0dbHT80iIILDuW0KEnZ7HLV1dXCgUWvJ3bJVYB88i8m7gH5Xvp4C/AJ4GXgfcDDy4mceUUu1hpansV7P0VPdHG76PSinVKc7l8wx6Hrd2d3NrdzcH0+l13yrPHfQ8zuYb02clLmJbtiEiO4D/CnyzvOq7gX7gZ4wx8yLyAeDDwEc28ZhSqg1UJhO6cuVT5WWbfc7nT1e3yWSuJ5m8hkLhFXK5l6rrdap7pZRan2i5xlSpxJkNBL+H0ulqp8HNlH/EUZzPIP8V+DTwZHn5GPCkMWa+vHwCm0XezGOLiEhKRPoqN6C3IX+NUmpTVss++/55ICz/tJbOOuukQ0oppTYulplnEbkP+A7gKPBb5dV9QDXNZIwxIhKIyOBGHzPGTC7x638B+MWG/1FKqU1ZLfschj6zsycIQ7/6HM06K6XUxkwWi5z3fc76PhPF9U9MNRMEZEsl9qdSDCWTW7CHrRO74FlE0sDvAz9ujMlG+vaVAH/B5nmgaxOPLRU8/xrwochyL3Bhie2UUk1mp7J/tDpUXSq1D9+/UB15Iwiy1W0166yUUhszWSzy7NwcIXbUjGjRxUpjPkfLOwJjmCiVmCqVuL3DxmmIYwrmPwBPGWP+14L1E8DwgnW9QGETjy1ijPGNMdnKDZhZ/5+glNoKlexzbXn5kTc066yUUhtzzvcJG/RaIXDeX5jDbG+xyzwD7wKGRWSqvNwF/ABwBqgWOIrIISCFDY6fAn5sA48ppdrMatln0KyzUkptxnSpVL1fCEPyYS2Unoo8tlB0u8Ian9OO4hg8v5n6/fov2E6DHwVeEJEfMcZ8HPh54O+MMYGIPAb0r/exZv5RSqnGWMvIG5p1VkqppZ3O5Xg8m+VcPr/sKBin8vnqrILZUon5SCCcD0NcEVKOg7egHKMueI68dqOy2HERu+DZGFNXXywis8BVY8xVEXkv8Eci8kEgAdxTfk5pI48ppdrTStnn7Z51Pn8eHnsMpqZgYADuvhv272/1Ximl4uB0LscnxsZWHTrOrPJ4yRhKQUB3IrEogN4OYhc8L2SMeTBy/zMicgQ72cnjxpgrm31MKdV+Vso+b+es8/nz8NGPQlC+rnblCrz8Mjz4oAbQSil4PJtt6JjLhTAkmUisvmGHiX3wvJAx5iJwsZGPKaXaz1LZ50JhbNtmncMQPvvZWuBcEQR2/fveB872+A6hlFrGuchoGFPlkTCWkg/D6ggbRWOqJRyI0JNI4JazzQIcjIy+MTk7uxW7HTttFzwrpRQsnX3u6Tm2bbPOzz0HV6/Wln0fUil7/+pVeP55uPXW1uybUioe1jpzYDR4LhlTq1k2hqlSqRo8A5gOm3p7LbbHWUUp1ZHsrIND1WXHSVXvb7es86OP1paDAI4fr89CP/qo3U4ppdTmaPCslGpbIg5DQ2+vyzbb9Yny+u1xiHvuORgfry1fuADz8/ZnRSX7rJRSS5HITa1MyzaUUm0tnd7PyMiDTE9/iVJpEtcdpL//zaTT26OH3FJZ50rQfOEC7NsHlf48jz4Kt9yitc9KqXoC3DMwUF0+6/vVOue5IKiN+yxCUoRk5CAy4NZCST9S7pGMlHZ02iFHg2elVNtLp/eTTr+r1bvREktlnYvl+WKKRbt88KBd1tpnpdRapEWYLwfPCRGcSCCcdBzSywTP06VSLXheZptO0GlfBpRSattYKetcceGC1j4rpdan33UbVr7hAPsjI3J0gs76KqCUUtvISlnnCs0+K6XWK+047PI8skGAv+Db9mwQVGcSFOBsZLSN6AjSDrDT89iXSjHYYZnnzvprlFJqm1hL1rlCa5+VUuuVSSTIJBKkHIdcJIBOLyjbOLhMVvlQOs2hDss4V+ihUyml2tBqWee+vtr9Sva5QkfeUEqpjdPMs1JKtZnVss6pFNx2Gzz1lJ0sBTT7rJRaO0eEoNxhcGGmuSeRoKd8IBFYNrsc7SQYnVSlE2jwrJRSbWa1rPP+/TYo3r8fXnrJrtPaZ6XUcgzw6NRUdXmsUGB+QalGRU8iUQ2MVwqeo5Yr7WhXmnNQSqk2spZa55degsceqwXOFTryhlJqOSZy623gaBuuCHdG68g6gAbPSinVRtYywsZylqp9fu65xu6fUqr9ZRyHXckkGcfBoX72wejNESGxzC3lONzQ1cW7d+/mcCbTwr+m8bRsQyml2sgLL9TurzTCxnIW1j6/+KKtj1ZKdT43Uss84LobGg1jwHWrZRspx+EXKrVg24gGz0op1UYuX67d9304cGD9r+H70NW1+PWUUp3tQDrNyfl5oD4I3qhOq2VeKw2elVKqjezbBxMT9n5XVy0I3qi9eze/T0qp9nBXXx+nczlKxqy+8So6sZZ5rbTmWSml2sidd0Kjkj3ptH09pdT2cDiT4d27d3NDVxcpx1m2XnmlWyfXMq+VmAZ8++hkItIHTE9PT9O3Tb9hKaXiZXQUHn8czp5de2fBKM+zQ9bddReMjDR+/5RSqtmy2Sz9/f0A/caY7Fb+Li3bUEqpNjMyAu94R6v3Qimltict21BKKaWUUmqNNHhWSimllFJqjTR4VkoppZRSao00eFZKKaWUUmqNNHhWSimllFJqjTR4VkoppZRSao00eFZKKaWUUmqNdJznJvP9UbLZL5PPn8OY9c9uIOKRTh+gr+/bSKV0dgOllFJKqWbS4LmJfP8So6MfIwzzm3qd2dlnmZ8/ycjIe0il9jRo75RSSiml1Gq0bKOJstknNh04V4Rhnmz2iYa8llJKKaWUWhvNPDeR71+o3g/DeYrF8XW/huftxHG6yq93sWH7ppRSSimlVqfBcxN53i6KxQkARFLrrnsW8Ugmr6kuJ5O7Gr6PSimllFJqeVq20UTd3TdX74skSKX2rev5qdQ+RBLV5a6umxq2b0oppZRSanUaPDdRd/dRPG9nddkGw96anivi1QXbnjdEd/fRhu+jUkoppZRangbPTSTiMDBwT2R5cfY5k7me/v67yWSur1u/MOs8MHAPItp8SimllFLNpNFXk62Wffb980BY/mktnXW+pSn7q5RSSimlajR4brLVss9h6DM7e4Iw9KvrNOuslFJKKRUPOtpGC3R3H2Vq6tHqUHWp1D58/0J15I0gyFa31ayzUkoppWIll4Pjx+HkSZichEIBkkkYHIQjR+DYMchkWr2XW0aD5xaoZJ+vXPlUedlmn/P504u21axzC2zzg4JSSim1pJkZeOQROHEC5udhbAzGxyGfhyCARALSadi9G97yFviu74KenlbvdcOJMabV+xBrItIHTE9PT9PX19ew1zUm5OLFD3MlN8p53ydb9On2v46YUm0bcZlJvRqDDZ6LiUEu9T4AkeDZFeFAOs1dfX0c1oBuc6IHheIK4297Htx2G9x3X0ceFJRSSqlFzp2Dhx+GqSk4c8YGzmG4/PaOA/v3w8//PNy09UPrZrNZ+vv7AfqNMdnVtt8MTWG2iIjDXOaNPDs7x0SxSAmHfGIEMNVbPjFCiIMp/zeZegMBQmBM9eaHISfn5/nE2Binc7kW/1Vt7Nw5+N3fhaefXjlwBvv400/Dhz9sn6eUUkp1snPn4KGHYHQUnnoKLl2ygXOpBLOzkM3an6VaApAwhLNn4ad/Gp54omW7vhU0eG6hrxb34zsD1WU/MUKIHXkjxMNPjFQfKzo7mPNuWPa1SsbwRHZLv2h1rspBYeGXD9+3B4oLF+xP369/PJezz9MAWimlVKeambEZ56tXbUljqWTPh5cv2/Pj5cv2HHnxIrz8sg2so+dL34df+iV48cWW/QmNpjXPLXTOL+Cm38Dw/N+QD0PyoaEow/QGF5hJDDMXGMB+izuTup0pv7DoNQZclwHXNuPZfL6Zu98ZKgeFaLZ5ZsZ+Wx4fh2hZkwjs3AkHD0Jvr11XLNrnv//9WsKhlFKq8zzyiC3VePZZm02em7OBdLFoA+OFV2vn52FiAvbuhYEBu8734dd/HX7ndzriXKnBcwuVjMH3bmTA+Qr50hWmSiWmzRDXhJd5RYYw5frneRngeGkfJlgcHB9Kp6vBc0nr19fvkUcgl+N0Os3jfX2cCwL7Pt588/LPEYHhYejqqq5yv/xlDtx+u9aeK6WU6hy5nO0HdOZMLeN89ar9OTdnOwmG4eJEU6lkn3PoUC2APncO/uZv4J3vbP7f0WBattFq4jCVfkN10YjDaOJGTKRT4Bn3tXXLqkHKB4XT6TSf2L2bk4kE/sQEgQiB4yx/EyG4epWgULD3RfDHxjiZzWrtuVJKqc5x/HhtVA2A6WkbOFd+VkbYSCahnMir1kLn87aMY36+tv5zn7Pr25xGZDEw591I3hmsLgeRGQfnZYArznUIVG+qQY4fh2KRx/v6KInYg4Ex9gPu+/ZmjO0xbIz9wPt+7Vv29HTttcIQRke19lwppVTnOHmyNqpGqWQ7Bk5P26BZxAbNyaQtxdixw97cSFFDoQCnT9cC5rExeOaZlvwpjaRlG3EgDudS385Q4c9wCABbjmFIMNrzT7nH3VG3+aNTU2iBRgOcPAnAuXS62mN4SoSpZNKOU5nJ2INDhTE2Wx2G9uDgunbYukSCgVKJgYkJ2LdPa8+VUkp1hslJ2/8HaiNqBDZOIVGeg8IYu94Ye8503VodtIgNnC9dgj177P2TJ+GOO5r/tzSQBs8xMZ/YwzPJt3Gw9HUyJsu8N8J06vX47jWt3rXONTkJUMs6z8wwtXMnZ4aGqkHxIn199Z0jRCCd5lA+z0A5aNbac6WUUh2hULABb6lkg+ggqF2hNaa2HFVZD/YcmUjY8+bly7avUPnc2840eI6RrDPCs8nvRoCu7oFW707nK5RHL8nnF4+sUSnVqBwgROw6Z0GlUy5nL1lB7WChlFJKdYJk0p7bpqZqQXE0gHbd+iu0YB+r3CqdB0slu/30dO3c28Y0eFbbVzJpa5grHSEqjLEfbmOQhd+oRewBQARTOWDMzdXKOJRSSqlOMVjujzU3Z39WAufKuXHhT6ifdbCybSXRlMstDrbbkJ7t1fY1OGhnPTpypBb4Vr5VBwHiONzzrW/Vto8E1Xgej958M6aSoZ6dhZGRpX+PUkop1Y6OHKmNqpHL1a7Kgv1ZKtVflQ3D+qHrRGod7+fm7FwJHdCpXkfbUNvX/v21rHPlwx8tvYhengqCWuAMtn5LpPYNOpeD/v7m7r9SSim1lY4dszXL+bw9/1USTdEAOgzrz5dRCzvdR6fvbmMaPKvta+Glo8pytF6rULDfuguFpQeDV0oppTpVJgP79tV3lF+qM330vLlwfaXcsVK20QETiWnZRgwZ7HB0Kz2uGuDcOdi9296vjGEJi2dKiv6sXJLyvPrOhJlM/bjPSimlVCfo6qr1EaqcHx2nvrZ5qWRU5fxYeU46bV/r4sXm7PcW0uA5pjRAboLJSTt1qOPYGZB8366vlGMsdfnJdatBc7dMsj99gv5UlqGEYdBxYPoJHIFz53Ys+nULiXik0wfo6/s2Uimtl1ZKKRVDc3Nw4AC89JJdXmoEquUSTZVzaTptz5+Dg3bkjjanwbPavgoFSKVgYKA2CDzUxqWMzi5YCZxFwPdJpue4ffAfcBMBJDO4QMIYMDnECEEwv6ZdmJ19lvn5k4yMvIdUas+W/JlKKaXUpnR322RTJYCGWgCdStUPTVc+T1YTUImEPX/u2rV0yUcb0uC5hVwRgvI/rgHX5VA6ve7XGIgMj+Z2wPAvTVW5DDU1ZcsuKjVd0YHfK5elKvXP5W/RfUNjFCQBjmvLPSodCi9etM/51jftN+0dO2FkN7jesrsRhnmy2ScYHn7H1v/NSiml1HoMDMD587ZT/P79cOpUfef6YtEGx4mEPf9FZxd0HPvYzp32nFh5vTanwXMLHUinOTlvM5QDrlsXCG/EwQ0E39tadKi6dLpWtlH+Bm1EePSWW2rbRzpDvGF4nIyTA8AN5ukKJkglsJlnMfjhLMwD82fgFQcGd9ipSb1aEO15O3GcLgB8v/1rwJRSSnWgQ4fg+edtYNzVBUNDNulUGXUK6kegSiTsrVSyPwcGaoGz49jXa3MaPLfQXX19nM7lGjKdsyvCnX19DdirbeTAATtU3ZEjtW/HUNfxwVSWo5ejgLlSDxl3HowhwKXHmyTjCbizYAy5jF//u+bH4fQpGN4F6TQiHslkber1ZHLXFv+xSiml1Abs2mU711+6ZINgz7MB8eysfdx1F5dtVALnnh67fSV43r3bvl6b0+C5yXx/lGz2y+Tz50iYIv8kKHLOzzNZLBGuoZtgiIfvXkM29TqK7jCuCAfTae7s6+NwBwz/0lRLDakD9b2GHacWPEdKOK7kdzOUvmwXcZgr9NPlTtfKPQoFe0CJTucdhnB5DHbtJjVwGJFa7VdX101b8RcqpZRSm3PkiM0WX7lil7u6bCf73l57xTYMbemjWy5jzOdtWWQqZdd1ddVm4T182L5em9PguYl8/xKjox8jDPPVdf0O3JpJQGY9RfRjOM7ntZPZZp0/D7t344YhAUAYMuD7HLp8ub6DYIUx9tJUEIC4pAlJp2zpRlBMEzrjOJ7YKb3L5Th4Xu0AUn4NuTxOarD2zdvzhujuPtqcv1kppZRaj2PH4POfh1tvhePHbe1zLlcLiCtDvVb6BXV314/C0d9vl2+91T52++0t/XMaQYPnJspmn6gLnDdDO5k1QHmougOzs3xl507O79vHdCZDWOnksFQ5TWUmJRFycjs3ZU7YgDiTIZQiw844feXa6cxEhuRMkkJvgdx+U613Ts13I2fPwQ03AjAwcA8iOl+RUkqpGMpk4Lbb4OmnbSD97LMwPGwz0ZVRqZLJxc8Tsdt1d9vAub/fvk4H9M/S4LmJfP9C9X4YzlMsjq+w9dK0k1kDlYeq29/VxUd276YUHfA9lbI/oxOhiNRN0X05v4eD3S/R5eUwIlxhmLQ7x/DcHAB+n09yJonf58NcCD09iJMk5ffZWutrr8PLjNDdfcvCPVNKKaXi49574YUX7P03vAFOn7YJocnJ2pXWqK4u2yn/wAFbqpFM2iD8vvuauttbRYPnJvK8XRSLEwCIpMjnz2FMcZVn1WgnswYrf1M+v3Mnt/g+F3yfqUyG0HFsdjmRqK9ZrgxJV8lIh3B27gg3DZxAwpB0GJIoDeL32nrnMJ9ndvcsoVsOyn2flDOEUJ6ZaXSUgVf/oGadlVJKxVtvL9x/Pzz0kF2+8Ua49lqbCBobg4kJe450Xdixw3YM3L27NsKU59nn9/S07m9ooFgGzyLyduA3gAPA08CDxpgXReQo8BHgeuAPgH9rjCkPiLCxx5qpu/tm5ue/gd2nBKnUPvL502t+fiq1TzuZNdLgIExMcC6dBsfBOA75dJr5Sq3zwprnYrF+gHdjmE4cYXfiPP1k7SgbDJNzJsGzB5GAWSgPhyn5Eim6ofwS5yYDPnjR41T++IZGXHFFuC6T4YeGh7l7cHATb4RSSim1igMH4IEH4OGHIZfjsaEhPnnTTZzq6qK00jwTjmMD6YkJeytr53NY7IJnEbkOG+j+a+BR4LeBPxCRbwf+Avgb4IeA3wIeBD4iIqmNPNasv6miu/soU1OPVss1Uql9+P6FNWWfRTxSqX3VZe1k1gBHjsCpU1zxPL40MMDo0BAznkfRWSYTvEyAm5M38Wb5eyZmE3iX0uSdEpnMafrTeVLptJ3aFEhlU4jnQ4/H2VSK30+8hkvzuQ3vfmAML8zN8Svz8/xf0HYHH6WUUm3mwAF4//t57NFH+ZVikdJK21Y6Dw4M1GbtjWjnc1gcrxffBHzAGPMnxpgx4PeA1wHfDfQDP2OMOQV8APjR8nM2+lhTiTgMDNwTWU7UBcQAmcz19PffTSZzfd36hVln7WTWAMeOgefxtZ4eTqfTzKdSmEpt82q3ChHOcJjpmZ34p/uZnUtxdnofc36a0dkefGzttARCKpuqDnf3tfQIo+GBhvwZJWP448oQQkoppdRW6unhk0eOUNq/317BTadrMwy6rl0eHIR9++zMgqtMyd2O57DYZZ6NMX+5YNWNwEvAMeBJY0ylMv0EcHP5/kYfW6ScqU5FVvVu5O9YzmrZZ98/TzI5gu+fj+zTUlln7WS2aeUexC95ng2agVCEarfBlUopItlpEyZ45qvfzpuHvgAC804SP7uLzOAlxmfT7AHS2RRipPq8rzm3Y8pfhqZLJWaiU52uUW8iQX95CLyXchvPYCullFLrcSqXs+ezvj6mu7qWPocVV76q3s7nsNgFz1EikgR+Flv/fC1QLRA2xhgRCURkEOjbyGPGmMklfu0vAL+4NX9RLft85cqnysv1tc9h6DM7e4IwrM1Qp1nnLXTvvcw/+aS9bwwlEUqRwNiJjsARJWKHtAPM6W5OnT/EsZ6v0ZeeIggFf26IVN9liiXDvHQxkC13mkin8YpdXAoPQMp+/GaCgKurHGSWUznwNGKWSqWUUmotouec7XgOi3XwDPw/wCzw38v3F8x5TB7oAkobfGyp4PnXgA9FlnuBC0tst2GrZZ+DIFvdVrPOW6y3F5NK2RmRSiXCZLKahQbsyBvLMCIQAicGCXF49tLruevg32ImUoQY/NEeMjvnuHJ1P9eEY9BtZ1kauHIQhhyb+VZrdjqX4/FslnP5/IY7WB5Ip7lLZ+PU91IptWm5MCRbKjFRLJJfLtG0goliEU+EPtelZ5XSjriJbfpSRN6K7TT4LmOjyglgeMFmvUBhE48tYozxjTHZyg2Y2dQfsoS11D5XaNa5CSoTn2zE6W4oZ5XPTNxAdnwYSkI2a/Cv9hP4Saav7uZKaRD6+/GKXXTP7bJ10x0yZE8znM7l+MTYGCfn5/HDkMCYdd/8MOTk/DyfGBvjdJtdImwkfS+VUpuVC0MuFwrkNhA0b8XrNFssozARuRb4BPDjxpjyqNw8BdwR2eYQtjZ5YhOPtUx391E8b2d12QbJXt02mnVugldesdOMLtUZ0BicMFx8MwbHGAgMHB+obh4GDs88czcA2VI3YZhg9vx+MA5n3esxyRQDUwcRyoHzMlnt23t6lr1tV49nsw27rFcyhiey2dU37FD6XiqlNmu6VGK5o8hIMrnsbSmm/HrtJHZlGyKSAf4S+AzwWRGpRAxfAvpF5EeMMR8Hfh74O2NMICKPbeSxZv9tUavVPoNmnZvi934P7rxzceBc1pNfZjp1EaZfGapmnQHMeJozY7dw2+EnCcmSDboYSLrQk2JeXK5OCIfndtlyjTYakicOzkXaYapUYmoDB9oB12WgXF93drl23Qb0vVRKbVa0TCMwhrDyhVxkxRKOEKqd8YPIl/iNlH20UuyCZ+AfYYeruwn4l5H1h4H3An8kIh/ETjVxD4AxpiQi636s1VaqfdascxNMTMCTT9rgGewHemFGbqmB343BBAZO1AJgE0B4NQNGePzZ7+GWW/+ArOvR1zWDI2BCh69/5R/zuqMXkPvvh4kJckGwZL3YmRWCkeh27Vwvtl7RTOlUqbTie7ScQ+l0NeBrt84pjaTvpVJqswzY82WhQBiG1Q70hCH5ILBXVh1n0Tk0jBwvouFyux1FYhc8G2M+Ayw3Vc0ZETmCHff5cWPMlejzNvJYK62UfdascxN86lP1Q+ks9c23kpGOBtYihGd76rLOXE1DyW57ZWovzzzxgxy84SmSpUv0icv02dvw56/h+Td+J7ce2EPu6lUuFwqbPmDkwpB8oUAilVp9Y6WUUmqzZmbs5F+V82dljOeKMKydTxMJe1tpBsI2FLvgeTXGmIvAxUY+1kpLZZ8LhTHNOjfDV79au79M9izv1dehYwwD4QQ3zbzE0M2fw3VK9ivzUAq5CRAHMBwuZ/PmQsPOwXF23fUU7Bjk+YnH6T/ncTjvMxXezGV2kAvDRdnA5US3y4UhThCQEmm7erFGWumQ3G7ZjFbT91KpzvfY5CSfvHKFU7nc+q8c5fO4o6Nc7e4m5TgYoOA4dVnkfDRQDkN7fi1noaPbFcKQ2fI5LNVmV0/bLnjuNEtln3t6jmnWuRmiMxotdwBZ8G15B+N8R/ZRvLRXu0w154JrcBLGbu+FeFK+bOV5zA0NMzDoAAXy+QKXLsFQcJ47wtN8Ub6LGTNYF5isdDCLPhIaQ6l8czc6WkibE+CegYFlH390akqDvjXS91KpzvfY5CS/cvbsxsqt8nm4fJkA8B2HeRHSYYgxpu5cmQ7DRZ3vCUPwvLphzgxUz2GJNstMa0QWA3bkjaHqsuPULsFr1nkL+QuH/17dq3gR70rkY2PEBs9gDxYuyM4SicE+O6JGKkV2xqmrCDl7FoqhIUmBG3keA3W3UiQoXnhbuG1Fuw3zo5RSqvk+eeXKxgLnILAJp/JzK69QqJQ1Ltw2CBavX2EilXyb9Z3QzHMMiDgMDb2d0dGPEh0ERCTBUM8/Qv7hK3DyJExOQqEAyaQdreHIETh2TCfb2KhUCmZnEWoHAqnUNlem617wgd45kcX49qpAys3TF2ahzy4LIN0Bkg7Z05slOoJXENSaKZ/fSTDpIYMFdpqriwLhwhozz2vNViullFJQnla7bLpUWnpa7aXMz0O5jLE3MkxdCIhI7Xwkwky03HFBRjmapW7nc5gGzzGRTu9nZORBpqe/RKk0iVtK0/+skD7+J0t/W5uYgFOn4POfh9tug/vu00k31mt4GMbHccOQQiIBYWgDYKh+Yy5F6rBMCONnDtCdPANAseSxu/sSbpdtH4HqQcF1XXbsqP0qEUinwRgP37+GcDSFM1BgSgYWXQpf6yFkuUBaKaWUWsqGptWOlF0AizrXLzqHrTAz73LPa7dzmAbPMZJO7yedfhecOweffNhO3rGaYhGefhpeeAHuvx8OHNj6He0Ur3sdfOMbpEslGzyv5nQ3Zy/dyIGDZwAI51Jc8feyZ6ddNkagJAhQCG0H5MoxxBhbJWLMPiCB8ROYKY8LOw4tOmpopy21XZ0/D489BlNTMDAAd98N+/e3eq+U2uYWlgUWizYbtI1pzXPcnDsHDz20OHD2fRgdhQsX7M+F9bq5nH3euXPN29d29453gOfhBQHduRxueQZBMWbp29luTk/cQDY/YKPYuQRXpvdQCjxb+1xy7E8jhKGtsIkec+bnPfL52igqU1d2cY7DOFDNeAv2Q7ncbeF2Fe3V1UKpxc6fh49+1FaoXblif370o3a9UqqFoqUdlSx0hcjic9NSs/OWZ+YVbHlku5/DNPMcJzMz8PDD9WUaMzO2h9n4eH3xvQjs3AkHD0Jvr11XLNrnv//9WsKxFjt2wGteQ/f8PEEmg1co4AbBslno/JjBFANevPBavu3A32HK5Rrj/i5GMq9AwrbPpcvXIvMH6et7hd27X6p+QZ+d3YcxCTzPztTz7Pm7MK9ySEhYV1u90oQns5GDWLR3ctcaL5MpFUdhCJ/9bP05GuzyZz8L73vfsrPZK6Ua5Pbl4oaLF3kmlarNeYANkCsf10SpROjWwsmefL72ga2cp8qTpsxGJk5p53OYBs9x8sgj9RnnK1fgxReXnrzDGLh61dY+33wzDJVH68jl4ItfhLe9rSm73PZuuonbzp/ny0eOYERIl0qkC4Ulh65ze6cpTA4wOnaI3O4eejPTAEzODDOcuozr2rGWR4ZfYXpsP8PD56uTLLmuh+vWss75wk7OJw/gMrnpP0GAXQvHo94mDHYItZUeV2vTyvfyuefs4azC921/XrDrn38ebr11C3dAKbW86PnQGCgW8XyfYJnJuRbNjyCy4rffdjyHtVeo38lyOThxorY8M7N84BwVhrbeeWamtu7ECTseo1pZLgcXL/LemRmumZwk4/s4QWAvK4nYG7VLUakbxpFkgMHhuYuvrc46WJrLcGXqGqhsR4Hdu0/gura0Jp8H37e1zhWnp+/k4GtLdDkOsqA3sqxwq9tOhC7H4WA6zWCbHXgaaeHwfUsN5afWphXvZRjCo4/WloMAjh+vz0I/+ujqh0Kl1BapnKOMsR/MUgkvDEkXCtVSR1a6RWccrLwO7X0O08xzXBw/Xl+ucfZs/T+2/n5botHXB9ksnDlDdSy0MLTbHz1ql4tFeOYZuOOOZu19eyq/53enUvza6dP8MfDSrl11I2xUZkWqHAD8m68wfXoPucs7CUdSZJJFJITs9G6u2fEKScdgEDwvWz3elEoeudw+enrsy/X1DWH2DTO8M2CYLi74fl2P52MrlNw8MztbvT/keezTablVm3vuOVuVVnHhgh0V68IFe8gDzT4r1VKua8+BpVJdXOKGIa7vM5TNcrW/3640hoG5ucWvIQKZDFOZTHXK7nY+h2nwHBcnT9bu+3792aS/H26/vfbtb8cOO87z179eC6DHx+uvdZ48qcHzaiLv+d3A3Y8+Chcv2vfUcWzd+MJZkmZn7cGjr48sg/zvV99ELmPf82RxgGLPFMa1T+vrsz9t4Jzgda+zy8PD9/ChlwICTY2umStCUM5WDLguhzbQ03sgUpPnttlsVo0Up/dyqazzhQv2/oULsG+fPc+C3e6WW7T2WammS6XsldqF2ePyZz9ZLNpyR2xnwIFIkqdKBObn8UdGMJ4HjkMycuxot4+1Bs9xMTlZfz9aY3Tw4KKBxhGx65991i4bY583MrL49dTSFr7nySQcPmyHychk7HhZ8/P2jJ5IQFcXXHedrcNIJjl94TDZA0m8/hwUi1x5uY+e68ZJOEWMCH4Ykkwn8XN7wLEl7Hv3VmaMPEEuDMmWSkwUi+QjB6VnljrwlEW3mygW8UToc90VOxl2ggPpNCfn5wEbuEWDt404uI2HWYrTe7lU1rlyEaZY1OyzUrGwIOMMNutcLH+TTVb6CrFM8FyJX0SY7uvD9PeDCMnIN+HNHoearb32tpMVIjO+l0r1j/X1Lf2cymWSpZ4XfT21tOXe82QS7rzTXqpaqFSCv/97QiM8Nn4b+WfmGX71U4RGmC70Eo6PMDh8HozB9yGc7IGZS9DdzdlTA9x88z2IOOTCkMuFwqZrSXNhSL5QINGml77W6q6+Pk7ncg2ZhcoV4c7lPlPbQFzey5WyzhWafVaqxcLQXo1dcI5JFQoU15q0qWSpKzXTYVj7UGOzzvvbLKGhwXNcJJO1+wuDtmyWuunqKqan65ejz4u+nlraJt7z5yb3Mj7pgL+TgSM9zKUNIQmyEyP0DV4i4ZYolTymruyjP1WE2VmmT3icHtrBbd9pp0VdLnTJr7NnlMG+Xic7nMnw7t27eSKb5Ww+v6HAzxXhYDrNnX19HN7GU9rH5b1cKetcodlnpZpnyaueQWCvui4YR9ILArrzeQquixOG1avlBji7a9eyv8OAPb8ODuIAO8t1z4OaeVYbMjhoh52r3I+Mp8iZM7V1FcbYToIVInab6Oupla3ynvu7PbL958mnpzESAgacVzBvmOP5qx77X/t3kErjDmRJjEzRWx6OJ53JkumZZn52B/7gRaTYiylmmHr5Vh57/jmO3hDgLwiQN1uBu/D1OtHhTGZbB72N1Or3ci1Z5wrNPivVQpHAeCEvCEgWi9z28sucqZSMrqQyZN38POzZw6F0ekN9LuJADz9xceRI7X4qZSdAqchmbefA8XFbNjA+Xt9ZEOz20csq0ddTS1vhPffDK4yGf8Wsc4aSkyPwpwkunycozXIpn8RPJkhkAhLpIpPZHQTFBAmnSEIKmHwCEwilfIKu7it4O18mDFzmrhzi6kyK53/zcywsslhpiLC1DB2W0khCtZHVss7RSpBK9rmikn1WSjVBZbi5RqgkqBZeYmpDmnmOi2PH4POfr/2jOnjQZkUrGcVsttY5cCHHqV3XBPA8OzqHWtkK73l2f5YwyMHl+mnSTS7P2eJhu+C6hKWQbCFDcWyE4YNnEUK6HZ/ZqUEwDmAolgylGae8DI9+cw8D2Vnme7sx2FmWNjJiQWV2JoG2u+Sltq/Vss6pFNx2Gzz1lB1ACDT7rFSjREfb6V1LzfLcnI0/IkF07/w8093dGBGccgfBQ6OjK79OdKKUTAbS6bYeAUnPuHGRydgzxtNP2+XeXjtz4AsvrDw7gOPY7SpTdIN9nTa9FNJUK7znfp9f3Sx0A4pdRTCGCZMkTPqk3AAEZgtJenoMCCS8It2pOVwp0W2KzOZ7CQOXgp9hcsqpDiV4db6LrmcL7LrbJRuG+GG4oQOHK0LGcehLJNijNe6qTayWdd6/3x7W9u+Hl16y67T2WanGuC6T4YXyOMz9rkv/aomXUsl+4BaUb+STSXKpFDuyWQZmZ2sjbETLH6NEat9+u7sXxSjtNgKSBs9xcu+9NliuTNE9NASvfrWtbR4fr/8HKWLLDA4erA+cMxm4776m7nZbW+Y995w5iowBIIHD/I4cxZTPzN4uBuQUCJjQkDZJdpYrlp1EQLIrhwAJI8h8HhM6ZCeGyBw8T6bwOWazd1GY3UFwfICu18yTGegj5ThMRTr8rVQDdiYyc2RlmDEH2N/ho22ozrCWWueXXqoFzVGafVZq835oeJhfmZ9fe0dh1108VC7QNzdHwXU5euaMXRGdhXA5xtgP7IKAvR1HQNLgOU56e+H+++Ghh2qpmN5eO3Og79uxiEsl+w9vcHDR0DF4nn3+CjPUqQWWec+7u1/D/OCzkM8TOD5h7zx5J8QEDoK9fBWIg4ixyyIgCYqFDK5XoFRIUiqlyc92g0ng57vwdlxi5NBfMXriuzHT/Vzz7Dz5b/eYKU8JXrFSDjr6WELE9lROJttualO1Pa1lhI3lLJV9fu45e/FIKbU2dw8O8n8Bf3zlCi+tZcjKrq7aEHMAxuAGAbecPs3dx48TuC5nd++un5l3KZWMtEh1ArJ2HgFJg+e4OXAAHngAHn64lg0FGyiv1Js1k7FB4IEDW7+PnWaJ97x7bhdTA70Ue1wKXTmcRBfFUm2oHgOUKB8sRKo3E7r4uSTZiRHAgTCk6CeZm96Bg6HPzNK3/3l45Vr8U0lufVs3vYlENaMswD0DA8vv69RUtbNgO/dUVtvTCy/U7q80wsZyFmafX3xRg2el1uvuwUHuXuuIXBMT8OCDcO6cXV5h9I0VOU4tcP7Zn4VDh9b/GjGiwXMcHTgA738/fPGLcOLEyqkZz7Nnj/vu04zzZix4z6VYZGDqEFeGX6SU8BGEYq4L6ZpHEgEgyFyaUiGFm/LxemrlFKV8N709lZFQDHOzOxjqukpQSBGEQqr3KgBzU1qnrLaXy5dr931/Y9/1fd8mwxa+nlJqC3zrW7BrF4yObnzytcgMg+zYUT/AQZvS4DmuenrgbW+Dt7wFjh+Hkydt2UahYCf3GBy0Q60dO2azzmrzFrzn3Se/yZRzhYRMELrzuEGCkimSSBUQDAl3iiCfJpHOIwls5tmAE7okk/YgE5YcpDtBaIbBDSDRxdz0AAB9Q/nl90U1Xy6nn7Uttm9fbWj1rq5aELxRe/dufp+UUis4eRJuuMFe9lltRI2ViNiS0+uv74ihdDV4jrtMBu64w95Uw/n+KNnsl8nnz2FMJMN/jb35/n787AUKhVky3hzzhRLilJBECcczJNI2ADbGAQRCl0RqnvJKCJO4XTn6rjtl16XTOGMBt/R8jr5b9gF69m+5mRl45JHlr/JMTMCpU3ZYQ73Ksyl33mkTWfkGfG9Mp+3rKaW20OSkHfrm4EE7ucnU1MZex3Xh2mttQqIDhtLV4FltW75/idHRjxGGy5/JE4k+EokBRMZJpBzSQYmSEyBSP1WJSIAJHUwIImFtJpOSAwUX1y1CwsGIw3CyxLFXf4XEnlOMlq4D2quXcUc5d25x/4LlFIt2WMMXXtD+BRu0Z48tn3z8cTuI0EbmSvA8ex6/666Vu4EopRqgULAfugMHYHra1k3lcrXOf0tZWBPtunDddTA8bEtAOqCvjgbPatvKZp9YMXAGEBEymcOUSlcpJn2cQglXhFCgbp6/EBIlQ6JUIvRCEHACh2QguKkrdpueHrr8HpLD41xOD2B6kvQVvgbOvdWXMcCjK3yzb9A8Twps4BwdZaVitZFtcjn7vAce0AB6A0ZG4B3vaPVeKKXWpDKHwKFDcPq0HSJ3dtZesVut86CIDZSvvdYOA+u6cNNNTdntrabBs9q2fL/W1T8M5ykWx5fczhgDuBhCQtdAWD5YCLVoVuwtSFaG86k9v5QqQTqD40BYDAidor3s7zikSmOwoN+gBshNMDNjM87RwHlmZu1jqheL9vnvf7+WcCilOtfgoC1dS6XgNa+xvXT7+uxxr1i0pRzz87VAujKTYCoF/f02+B4YsOtuvbVjLhdp8Kw6zulcjsezWc7l8yuOYTk8K2SKUwAIAb3+NxFTQoC049DnJkg7lbErSxgTYhJQF95GrlqFboiUV0ggIFDqDu23baeIV/DwU9OkwkEYsMMEFRI7G/Z3q3V45JH6Uo0rV+y4Z0vN5mmMHVR4YsLOQDk0ZNfncnZ0lre9rSm7rJRSTXfkiO3zAbbk4lWvsqVr+bwNnl3Xrndde7Uun6+NCZ3L2XElXdd2uO7v74jOgqDBs+owp3M5PjE2tqbZk2a860gX7VRmBod8YoRM6TwGyIUB+ULIriSknQSO043jdOE4s4QmgDAA4wBhNeuM41RrnUUSiJsGsdOfSeiQCD1SxQHklmM4GAJjmPeuY8BxNzRe80BklqaNTO+9beVytnNgxczM8oFzVBjak8arX13LQJ84AW99a0fU8Cml1CLHjtnO0pWrdHv32uMl2MRCtAa6knmuZJ9d107FXTk/eV5HdBYEDZ5Vh3k8m13ztKNz3o0MOF/BCycB8BMjpEqjONiDhMGQLQWkkwlEBM8bIAjmQIo2Jg4MRsoHjErOWQQxDo5JIlKbN9gtpRFJkrrxTdDfT//cLGNBr90HceoC4Y04qMHb2h0/Xl+ucfZsfeDc329LNPr6IJuFM2fsT7DbnT1rZ/0E+zrPPKOj4SilOlMmY0cZevpp22Hw1Ck7VvP8fK28zZjFZRtgA+dKRvr4cfjhH+6YRIMGz6qjnIuMgTVVKjFVKq24/bTczsHS56rLRRlmMLxYzeROJfZzpP9GCoVXmJ8/SSLRjTFzGBPaA0SQx5jKzIMCBhKlFOn8IGGiSMnLISZBomsHqd23Iz07ANifSvGSeWM1M70Zrgh39umIHWt28mTtvu/Xzxfd328zI5VMyY4dtubv61+vBdDj4/Z5lU6EJ09q8KyU6lz33muPgc8+a4PmyUmbRS4W7S2acQb7M5m0P2dn7XOuucaOFT072xH9RDR4Vh0lmnWeKpWq014v56zZjxf00GWmAJg2Q3SbMVyxAbFXugQcwffPR7LPOSCHHWIjAyYE44MxiHEQRxDXI0jlwcvgdu1BkjtJdR+u/t7hzB6+d8ebeXJmlrOr1GYvxxXhYDrNnX19HNbJO9ZucrL+fvS9P3hw8fBLInb9s8/aZWPs8yodX6Kvp5RSnaa3185wND8PY2O1THMY2iA6CGpX7xzH1jmHoQ2Uu7ttIB2G9ljZIf1ENHhW25oRh7Pua7ip+IXq8pyzmy7zCgCOKTA7e4Iw9O2y0006vY9C4RJBkEVESCR6CAIwpmTrnBN9FBMuJuxCxCPh9ZJK7UMkUf29AwP30NPVzbVd3c3/o7e76BSzC69MLJfB7++vX44+b6NT1iqlVDvI5Wz5muPYZEJllI0wtMfCaNlbZV2l5nl+HnbvtgH0s8/aY2wH9BPZ/DVjpdqELHO77FzPvAxUt5t3dhPiVZeDIFu97zhJ+vreiOftKtc0OzhOEsfpQiSJ46QQkWqw7br9ttY5ta/6Gp43RHf3LVv4l6oVJSNjAy6sNc9mWdL0dP1y9HnJBWMNKqVUJzl+3Janua7tMChis82Fgg2WHcdmoFMp+9Nx7PogsEFy5QpwqWSnGH3mmZb+OY2gmWe1LQhwz8DAso+/OB7NPifwXTvyRkUYFgiCaRynm/n5F3GcNJAAigRBDsdJEYb58s0GzjbTbL+fzsx8BdftJ5U6wPDwO+s6E6omq4xbWrkvUivdOHOmtq7CGNtJsELEbhN9PaWU6lTPP2/LNaB2rKxkoYPA3iqdsCsZ50rNcy5nl3fssD/HxuyoRW3eT0SDZ6Ww2eeD8rVq7XNt5I0SYejj+68QhnkSiTyFwihh6GNMCWMKhKFPEMwAhjAMqIwDLZIgCOYplabI508j4uK6/SQSPeRy36Kv79tIpTpjwPi2Eh23NJWyE6BcvWqXs1nbMebgQVuqMT1tA+doRnrnzvoZBztk3FKllFrS88/XSjPm5uxxMZerZZ0rnQUriYhi0XaqBhtE53I2+9zTY5/z3HOt+1saRINnpQAW1D4jCYrOAD3Fb5HLTVEq2frmUmkaKGEDZAFClpsT0I7CIQRBgcpsKkEwz5Urf8r8/AvMzHyNvXt/glRqz5b/eSpi4bilBw/aTHTl5JDN1joHLuQ4dvuKDhq3VCmllnTpkv2Zz8PFizaAhtoxc6l5BiqdCn3flmvMzdVG2ai8XhvT4DlGfH+UbPbL5PPnMKa4+hMWEPFIpw9oRnODKtnnAWZJhHMkw3EckycIZ7EzDCaAoHyDRV0GloqhxUS2hzCcI5c7SaFwicnJL3D16v8knd4PJPC8AdLp6+npOaptuJWi45aC7Ul+8832UuJKE6U4jt2uMkEK2Ndp844vSim1okKhFjjPzCzuILiUSkBdGZXj0iV7NS+d7ohO1ho8x4TvX2J09GOE4cpDq61mdvZZ5udPMjLynm2b0ZwsFjnv+5z1fSaik2FMTS37nMqQdqXwKG8KvkSXnCdtAgKnBxNcBhxEBFM3pFy4XNK5Jvq42BXGFCmVstistK2XtiN2zOD7dhSP7d6GW+7ee22wXJmie2jIzhx49qwdxznaziK2VOPgwfrAOZOB++5r6m4rpVTTicDoqL0qV1xjYm/h8Ktzc3ac58OHO6KTtQbPLXY6l+PxbJbZ8f9J2h9d9/MdgX7XZX8qxYBrR4gIwzzZ7BMMD7+j0bsbe5PFIs/OzRECgTF1setKcW7lsQtyLbMcR4JZ5ggQp5tecTAmtBOjRF9lvUMzVyo9IiuMKZLLvUwmcy2JRA/GlPD9CyQSvdu2DZuitxfuvx8eeqh2MujttTMH+r4dj7RUsh1cBgfra5zBlmvcf39HDPavlFIrKhbtmM25nO0cuBFhaMvjenvh9a9v7P61gAbPLXQ6l+MTY2OUjGFv8RUqoZ4T5qtTRq/FXBG+mROO9O5lR8qOU+v7F7dkn+PunO+zwoX3VRlxeMl5DTeFX8czeXwDrjtMsXgRG/1WpiPd6C+gHEBX9lIIwxz5/FlSqX04Tlc5K71927BpDhyABx6Ahx+uZaDBBsojK5TMZDI2cD5wYOv3USmlWimXs1nkubnF4+KvRxjaco2rV+GGGxq3fy2iwXMLPZ7NVmeWKyZ24oVTAITikSq9gsPa655DPF4pXsOOcoIsmdzV6N1tC9ORD3chDMlH6rG+MT+/ptc4J4cZdw7QFUxRMgbX66dYvITtKMjGA+cKQ7kWGiDEmCJBMEepNE0q1UsiYSdO2a5t2FQHDsD7329nvTpxYuVLkp5na5zvu08zzkqp7eH4cVvvXCgsLsVYryCoBeNtToPnFjoXmTp61DnMjtI3q8tFGaY3uLDqa7giuCL47ghzQe0fZFfXTY3d2TYRzToXjKkLntfKTyR4KvnP2J1/iaTJAQGOkyYMZzcfOFfUlXA4iCRw3T5EHDxvGNi+bdh0PT12uti3vKU2GcDkpD1ZJJO2bOPIETtKh06DrpTaTk6etOPfb+BcuqRi0b5em9PguYVKkW9f57iWfNBTHWd42gyxL3yFBCtfJkk7Do4k8RMj1WSmncHu6Fbt9raQTVzDk8n7eX3hzxGZx/N2UigUMWZzHToXs1G043SRSPThOF0kk7u0DVshk7ED97f54P1KKdUwly/DK6807vWCwI6l3+Y0eI6LBeMMG3HIOrsZDGt1rxPOfmZkmF5zhR1hbfY73x0BSVSXBwbu2bYz2DnAbBCQDQKypVLdF5SVhMYQYjPXlwoFpkslTsltJDjFkEmSCi7QZeycgitZYrTLVYkkSCb3IOKQTh8EJPZtqMMqKqXUNvDSS7XptRshDDXzrBprjgH6wjH6wjGEEMHQG15ByuME94RXmZZd9JsxnPI617iUSh6p0iiIg+/fgOvubOWf0VKuCBcLBfLleudo8Jx2lg5GQ2PIR7YrGsOcMfginHRfzVt4gUzpNGJWH5ty0YAaq25sMCbH/PwJALLZLwPC+fMfXLCxg+v2MzBwHz09twKtC0B1WEWllNomTp9uXMkG2HrnFYaNbRcaPMdEJrjC7cX/RYCLS4EB1wWERNiDF06XtyrRJeMUglqmrygZEpWJO4wg4jE29vFtG5DkwpC5IFhXafJS2ekQWzN9lsOkihdJkEfW+KrrCqDrngXGlMo/F2dzC4VZLl/+BFevduM4KUQcEolB+vvfzLXX/t9Na+9s9olNB84V23lYRaWUir2Zmca/5lrHio4xDZ5jYrj4DA4+c7KDAamN7BBIDy6z1eyzY/zqc0IcitJTLSUIJYPn7drWAcnVYpEux8E3hkIYElYCY5FlSzgqk21DbTA6MYaECJNBSMJcxSBQ/n9rGcJwHpFEefbTMcbHP00qtZdrr/3lpuyB79c6sobhPMXi+Lpfw/N24jhd5dfTIfmUUiqWEqsVK25PGjzHRHc4Sg5AhFl2MhKeqj5mcHBMbRzaRDkILEkXnpkjEdpyhHzyAFKeEnO7BiS5MMRzHDyguKBsYz1EhBBs6QcQnWK79cJyhtpBxMGYgKtXP9204NnzdlEsTgAgklp33bOIRzJ5TXVZh+RTSqmY6utr/GsunHSqDWnwHBN5ZydgM3hZ2UUifAbXzCImAAyOKVDJjzrlwgDX+DjhFE4IRjxKpX6mp6cASKX2cOXKn2+7DlkLJs+uDV1nzLLjloSRmQijJReDZpybeQ6hhMQi61wThjlEMtVOhUGQbdrv7u6+mfn5bwC2s2MqtY98/vSan59K7UMiHVx1SD6llIqpwcHGv+bAQONfs8ni251/m5lKXFe974lPKCkcU6x2HDQ45QDOBnFhZdnYdUWnHylPuGFMEcfpZnb2WUZHP4rvX2rdH9amdphx3spfc5iXCbbyO6ZZcFvHE6OjcaRS+xq7Xyvo7j6K59U6pdpg2FvTc0W8un3VIfmUUirGRkYaO6mJ48A116y+Xcxp5jkmJt0jePIEXWaKvnCMkCSYQnVUDcvmUR2o1kCDgBGSwTjJYIK5wAESFAqjuO4OenqObdv654WWG20jH4YUFhwcbuJ5khRwReimVJsQcKtFf8+KqW43Ejw77Nz59q3bpwVEHETSXL78MMXiJBAShsW60g3H8bCHlxJhWIw812N29uuAg+cNsm/f/y/WQ/IppbahXE4nTKrYis59r3pV41+zyTR4jovIOM+9wRgZLiBIeYSHSkRlO63Z0oJaoYHBRcqBSxg6OE6aIJgjDPNMTl4mkejT4HmdhrhSvZ8wa5vWu+GWHbZDcJx0dSmZ3MW+fT/VrL1iYuJznD//nymVxjEmOoRR7X4YFhABEyk3qqiMKFIsXuH8+V8nkznIjh1vbcKeK6XUCmZm4JFH4MSJpYPGiQk4dQo+/3m47Ta47z47Q2knO3mS8sG8Ma8Xhh1RtqHBc4xcdq7noHyNbiYJTECAi0exWqphIkGILLgnlADBGIMxAZWKHGNK5HIvNvGv6AxTDNBLpY64hdXOSwbQ9VnnPXv+JYlEsmm7dPHihzGmiEgaU/5iYTuqutXAGEw5Ex35NytutUOrXU5jTJGLFz/cmOC5WdkizUop1XnOnYOHH7af79UUi/D00/DCC3D//XDgwNbvX6u8/HJjg2do7KQrLaLBc4yYcvb5Dv//QwhJUKl5tpYO4QxC7RuyMUIQFAiCHI6TJJHoIQjWcDBQdc5xiCN8kxFzOVIi0yJ1AfTirPPevT/Z1N2pdA4U8TAmJAwrwycaVhqVxGap7b9VO061V369M5vboWZlizQrpVRnOncOHnpo8efa9+0X5FIJXNd+QY6OFJHL2ec98EDnBtDZbGMDZ4CvfKWxr9cCGjzHzGXnenL00s9YuTTD5pzXLlLOYQqUSlN43nDjdzSmol8wHOp7xC5X81wyhuKCg0OWPvZynl7micUwddUAurVZZ4Bkcg+l0jQiguNkCMPZBTu6nNpjjjNYzUInk5uY3KVZ2SLNSinVmWZm7Gc7GjjPzMDZszA+Xh84isDOnXDwIPT22nXFon3++9/fmV+WjWl88Pz88419vRbQ4LmFXBGC8j/KAdflUNpmFGW+D0qVoHm9wTPY8X/L5RySIAhmV9m+/Z3O5Xg8m2UmCCiUpxItGEO0Ije/zBSjJWMW9dN7FS8yzhB95iwSFuIxLo0BJ3QgLIDjkEzvbXrWGWBw8K3VoeocJ41IslzbvDYiSRynlr0ZHHzLxnakWdmibZCV8v1Rstkvr3vM7opWTRWv1KY98kj9l+IrV+DFF5eektoYuHrVXmW6+WYYGrLrczn44hfhbW9ryi43lbe2kZTWZb5F/YgaSIPnFjqQTnOy/I9owHXLU3KDmxjAlDwEf81TQi9kTIhIonyJv7Ob+XQuxyfGxigZQ1KEtYdxi1W6Zw6FY0yZPophAonLBEsGO+qHCSEw7Hn5WhJX/qbp5QF79/4kY2MPUSpNISIkEv2USpUOlst92atdE0gkBqpf7lx3cGNfAJqVLdoGWSnfv8To6Mc2PeX67OyzzM+fZGTkPU2bKl6pTcnlbBlWxczM8oFzVBjaK0uvfnXts37iBLz1rZBOr/zcdlP5+xopiMHV3E2KQz5t27qrrw9XFlcyF5LXUEgMURmUbq1qW4aAIOLiebvIZPZvfmdj7PFstjqToCdCdyKBt8T7mg/DJW+LZiEMQ6bDPhwDlxghjMvHJKj9TclCN3vPvc6WB3z4wzY72iSJRJLdux+oLleyzwu2ApLlnzULs867dz+wsbKTpbJFX/+6zQotbM9KtqjyeEUlWxSH39NC2ewTmw6cK8IwTzb7RENeS6ktd/x4/Rfjs2frA+f+ftt/4U1vsj+js+2Fod2+oliEZ57Z8l1uuoMHW70HsRSTqGB7OpzJ8O7du7mhq4uU45AQISFCNv0GCs5uQrzyOBurB9D1W9hpmx0njevupL//zVv0F8TDuUjP3ZIxBMaQEMEVqdY9O9iZBJe6VYpjHMAJQ8QYLgX7cYBpBpgNYpAxDMEJsQfsEPa88hoSlcC0Uh7QxAB6796fxHUHAKrZ5xo7jU91x1fMOv/E+n/5ZrNFMzO1dSdOLN/zu1m/p8V8/0L1fhjO4/vn130Lw/nI611sxZ+h1PqdPFm77/v2alJFfz/cfjvs2GHLsnbssJnmaAA9Pm6ft9TrdYrdu1u9B7HU2dfz28DhTIbDC4a1CsP38sILX2BmZrx8YlvP9HMCJKpZ51RqN0ND39vYnY6ZaOa4ZEy1trm0oOZ5OdW+eJGg6Jw5yNHwBL1Mc3LmVbxm8Cmcps2UsoQAJACckOSMy96/6YaDMy0rD6hkny9e/G1gqdpngx1ZozZUSMOyzmvJFh08aE9y2SycOWN/Qi1bdLQ8q2ElW3THHa37PS3mebsoFicAEEmtu+5ZxCOZrM0Ylkzuavg+KrUlJifr70evJh08aEuxokTs+meftcvG2OeNjCx+vU5x6lSr9yCWNPMcQ47jsmvXD5FM7i3P1La27HP52XVZ5127fgjH2T7fkWTBfWcNNwEkDHGMwTGGRBiSKpQ4mb8BNwjwsilyfgvH7Q3BCWr39zy9h8TVyZaXB6yefa4fpLohWWdoXrZom2Slurtvrt4XSax7qnc7PXutPKer66aG7ZtSW6oQ6SFTKtU/Fv0sR/X31y9Hn1fYTI+bmHrllca/5jIjX7WT9v8L1khEjorIUyIyKSIfFFmiKDZGhoa+l1RqN563m7XXPi+VdW7etM1xkIp8KF0Rko6z6s0DvCAgGQSkyrd0Ps+V/B7CnMfA3DzTF65p+Gg9q6r8voDq9ODJuSR7/6Gc5WtxecDqtc/RCVEalHWGjWeLKirZoqVerxW/p8W6u4/ieTuryzYYXlsPexGvLtj2vCG6u482fB+V2hLJyDHIXZBkqlxFWmh6un45+rxkc4cNbYpoAqBR4h1+rcm2CJ5FJAX8BfA08DrgZuDBVu7Tauqzz0nWln3e3llngOHIsDqOCEOet+zNLddFJ4OARBjilm9OpSewEWbGRsBxKDKMP59a5rfWa9hhIQRK4IQC4kDCtbXOvYORbULOvzjLJ07cyoe/8no+8fSrOP83LzRqD1a1MPvsuoMsfgfs+oZknaF52aJtkpUScRgYuCeyvDj7nMlcT3//3WQy19etX5h1Hhi4JzIOuVIxNzhYfz8a1J05s3Sn4GgnQZHFr9FptiJLrMFz2/huoB/4GWPMKeADwI+2dpdWV8k+20kkVss+a9YZYH86TU95tI3K143lbhVOEJApFvFKJSQMkTCkK5/nmokJhk8ZgsQOxPWYPL9n1exzQw4JpnYTA5W/JFXoZ+/kfXXlAefzw3z0xTdy8nI/V+a7OTmxk49+3OH8+UbsyOoWZ59TiNSXuIhkGpd1huZli7ZRVmq17LPvnwfC8k9r6azzLU3ZX6Ua4siR2v1Uyg41WZHN2tK48XH7JXh83C5HP/s7d9aP7R59vU6xFUPVbcXY0U22XdKSx4AnjTGVLuEnsNnnRcpZ6miKcQv+5axNJfvs+5cpFscJghmW7zyoWWeA3kSCvakU2VIJPww5uNKYm5XyhlyOgfl5BvJ5KBRwczn++Re+wJ3f+AaHMxlmz3tcuekq5vw5XtkBpUb1h4qWBFeaNASZp/ovUEIHCR0Socfh099hR9gQ4OBBwhPP8dnxNxEYx/4t5Y6CwbzPZz8L73tfc0rLouM+A3jeIIWCX/0DPa+Wjdl01hlsdmdionZfpJYhOnNmcQZpo9miZv2eGKhkn69c+VR52WafK1Oxh6HP7OyJyFTsmnVWHeDYMfj852sdgw8etJ/5SsfgbLbWOXAhx6kv0/I82w+i0wwP1x/7GmHhFbo2tF2OdH3A6cqCMcYAgYgsdTb7BWA6cruwxDZNY7PPu0gmR8oTnlQ6EEZp1jkq4zjsTiY5mE5zz8DAsrdD6TQH02kOZrMcGxvjnrNnuedb3+LuF17gXY89xuHLl6G3l+7L3XjzHuJ6DDxJY2frrnwXCkGKkJxy6L7q0v+NFOlxl8xkhp7RXq4/+T0MT7yq9rz+fp6bO8zVYvkgFIb4pXIgEwRcvdq8GVAXZp/t5Dw2++w4mboAa9NZZ2hetmibZaVWyz4HQe1v06yz6giZjB2/uaK3184cuFrWwXHsdtGs7G23dd4EKQBvfGNjr5qJ1L/nbWq7pCZLwMKq9zzQBSzsxfNrwIciy720MICuZJ/Pn/8tisUrGFPCGIf6CE6zzpsSzR4uPGjOzCCDgwyc7efK3m66Jgu44w3IPldGPKsMSmEgUUrgmATujNB3OsWuP+2mp3QA7rxz0Tf1cCrLo9PHqssBCY6PjfDaPa+QSNhg9dFH4ZZbWpN9dt1+CoU8rlvb7/VknVecLnq4CIeerM1StcuHVy7WZUYkeIH0eIq+8/2kZiMH/vVki7ZZVmq17HOUZp1Vx7j3XtvxujIZ0tCQLY1b6yyiYIPw++5r6m43zU/8BPzhH8Lly415vXTaDqna5rbL0W4CGF6wrhcWz+RsjPGNMdnKDZhZuE2zVbLPnjeMiFc+aVUCPkEkgYinWeeNin6rTi3oFDg2BmFos88ygDgOOx5lc9nnwN6EcjsaQRASBRcvlyQz7pGcSdB9KWUP0As7pxnDc8/BeLEWmF4o7Wa+6HEh21fNfrQ6+2z/va4/62yni/4os7PPUipNEwTz9TenSLBnkCBRtLcuh+CanQRJQ+CFBF5IKV1idvcco7eP4veUvzevN1u0DbNSaxl5Q7POqqP09sL999fX4fb22jHa77gDXvUquP56+/OOO+z66Gfb8+zzmzC+fkvs3WtnWFzY72MjRODwYfiO79j8a7XYdgmenwKqsxOIyCFsVelEq3ZoPSrZZ9cdKnfISmEvGgjgIpLCcVKadd6o6IHQdesPovk8fOtbyPgkA2f6IZkkMw/pjU7mF4AUwAkdxCRwQhdBcHMuydkkru/h5dMMnN+BXLPPZj0XlAeEX3uGRy9eV3vJTA8XZm0F0oVsH8FALfh59NHVJ8RrFDvyRq0Syo5Rbq0n67ym6aIPHao/mHd12YkKurrqNgvdkOz+mVo2aWio9uBaskX33mu3q4i+zlJD1W3098TEWkbe0Kyz6jgHDsADD9R/1sEmU0ZGYN8++3NhciWTsc87cKB5+9oKv/Zrdiz7zY6S0dsLP/VTbZFIWM12ibIeA/pF5EeMMR8Hfh74O2NMI6tXt9TQ0Pdy+fInCcMZ8vkzOE6GMJwv15Q6pFL7NOu8gAEenZpa8XHAXoaLHhR6euo7SOTzcO4c3ecNU99lKKZhx2NwaR+Y9XQaNuDMgZNIIOk+jCngBB6hFMhMpxAcukojJK/ZSfdXHUiUf/+C8oDnZq+tZZ1FuOAcoBjaYKZoXC4EI1QKBirZ51tvXcd+blAikeTQoV/m1KmfxphaxC7icOjQL6+51nnhdNHF4vjSG75qJ5x6qfbtIAX0pSDw8GYEp+iA4+DvHoSxBWMPrzVbVMlKPfRQrXyjkpXyfTt2c6lkA/nBwcUn1zbMSnV3H2Vq6tHq+55K7cP3L2BMUbPOqnMdOGDLCb74RTtefnGFWTY9z15Nuu++tvpsb9gNN8Bv/Aa8970wP7+xzoOZDPzTfwrvelfj968FtkXwbIwpich7gT8SkQ8CCeCeVZ4WK5Xs88WLv0M6fYhCYQzHsVnnZHI3rtuvWeclrOkj7nm2R3FlEotUymYaLlyor6M1wsALHlfeGOIVi6TPQq6SAF7qC/nC0TQCyGQzsH8fpVSBRKIPY4qk3EGSGFKjBjeTZmD2JuTmhK3DW5A2Do3Uap1FCHbu4sJEpCNbdzcXLrnsOwjl0uem1j4PD/9TAC5e/G1KpXFcdyd79/5kdf1arHm66ARwwIMrl+veJwkdkqV9kLF/cHJuQc/uTMYGtGvNFlWyUg8/XKuLhFpWajnr/T0xsVLts2adVUfr6YG3vQ3e8hY4ftzOCjo5acdoTybtF+QjR2x/iIVZ6k73rnfB7Cz8n/8nzM2tL4Du7oa3vx1+9Vc75svGtom0jDGfEZEj2ElSHjfGXGn1Pq2XzT7/MUBdRywAzxvWrPNm3HgjvPxybVKLnTvtwXJ01B4oyrrPOUzdkqA44DL4VI78QTAuS0fpJeoKo7ych7v/RkxfH2HxKp43iON009f3eugpwNhTeMUk3XO7YEiW7LTy3Nxhm3Xu6oL+fi7kdlWzzjgODA5SLNq4v9JfrZnZZ7AB9HqC5YW6u29mfv4bwMqd1gB7+e+avTA1WT2gp/w+JPLGd82XuztsJlu0zbJSS2WfC4UxzTqr7SGTsfXNd9yx+rbbyXvfCzfdBD/2Y3D6tD1frhREu64tsfu+77MdD9sskbASMU2fc7i9iEgfMD09PU3fcrOKNdH09D9w+vQHiFaciCQ4fPg/0t//xhbuWev82tmz+OXM41SpxNTC2eDWYMB1GRgdhS9+kVShwC/8/d/XHvR9O/lFEEAiQf5AmtE3TGJMianhy0zfXLBBcuWjZMDLQpiE0AXHJPCCPryha3FSPYCQTl+H75+mu/u26hchyc4w8rcO6bnu+p0rlweExYAPf/M7GGcIXJcgFJ68sM8GzyKwe3e1lszz7HG/kn0eGmreuM+bZUzIxYsfrgZuxgRks08unX2OCgNk1qdvag+SL0AQ4Jk+9oZvQ47c2LhsUS63LbJSs7MnqtlnsGM9Rye7GR5+Jz09TfpGppSKj9lZ+LM/g9/7PfjGN+wxMQjsechx7PHvxhttAuFNb2paIiGbzdJvR6bqLw/4sGU0eF5F3IJnsAH02NjHKRav4HnD7N79I9s2cAb4xNgYJ+fnV99wLS5c4IZPf5p3fe1rK26W78szfXCaUrrE5P4s0zfMEUoRpygMnN1Bd3aAwpCQ3HEE9+gd0N1NqTRNoXCJZHIPmcy1pNPXkc+folSaxHUH6e9/M+nLZnF5QNmJsd186sWbqstnp/o5PTVoD1a7dtG3K103zPDhw/Wjpb3znc3LPm/WwsAtnz9bl33OZK4nmbyGQuEVcrmXquvT6cOk07U/WgO8jbNfYn6XYvHqosc8b4i9e9+nJRtKbWcxSyRo8BwjcQyeVb3TuRyfGBuj1IB/y64I73YcDv+P/wFPPrn65fk77rCX81eqfV2v2dlF5QGhET78ldcznrOjSQSh8OQr+ymm+2BwkFRXgte/Hp56yiaqo7vXidlnx0nR2/t6Zmaeqs56J+LR13dHtSZXA7zNy+fPMzr60UVXukZGHiSd3t/CPVNKqXoaPMeIBs/t4XQuxxPZLGfz+Q0F0a4IB9Np7uzr43Dlm/LEBHzqU/DVr8KVKzYqTaVs58LXvQ7e8Q47fM9WiXyrP/Gcw6e+fthGwuk0Z4t7OD29sxoZX389XHMNvPIKvFRLxHZ09jmR6Kub9U6zzlsjnz/P9PSX6q+QaOCslIoZDZ5jRINn1WphCB/+sO03CLa0bLWkeEUnZ5+jNOuslFLbWzODZz2zKBVzzz1XC5zBjqSxlsAZqI68UXH1qn29drCWCTsqdAg1pZRSzaJnF6Vi7oUXaveDoD4YXosLF+zzKl58sTH71Qw6XbRSSqm42TbjPCvVri5frt33/Y0Nlen7tZmro68XdytN2FGhWWellFLNpMGzUjG3b5/tuwg2AK4EwRu1d+/m96mZdLpopZRScaLpGaVi7s47q3OfbFo6bV+vnaxU+6xZZ6WUUs2mmWelYm7PHnjwQXj8cTtb91o7C0Z5nh2y7q67GjskdbPodNFKKaXiQoNnpdrAyIgdVnq7Wqr2uafnmGadlVJKNZ2eaZRSbcGOvDFUXXacVPW+Zp2VUko1iwbPSqm2IOIwNPT2umyzXZ8or9fDmVJKqa2nZRtKqbaRTu9nZORBnS5aKaVUy2jwrJRqK+n0ftLpd7V6N5RSSm1Tep1TKaWUUkqpNdLgWSmllFJKqTXS4FkppZRSSqk10uBZKaWUUkqpNdLgWSmllFJKqTXS4FkppZRSSqk10qHqlFJKqeXkcnD8OJw8CZOTUChAMgmDg3DkCBw7BplMq/dSKdVEGjwrpZRSC83MwCOPwIkTUCwufnxiAk6dgs9/Hm67De67D3p6mr6bSqnm0+BZKaWUijp3Dh5+2GadV1MswtNPwwsvwP33w4EDW79/SqmW0ppnpZRSquLcOXjoocWBs+/D6ChcuGB/+n7947mcfd65c83bV6VUS2jmWSmllAJbqvHww/VlGjMzcPYsjI+DMbX1IrBzJxw8CL29dl2xaJ///vdrCYdSHUwzz0oppRTYGudoxvnKFfj61+Hq1frAGezy1au1xytyOfjiF5uyu0qp1tDgWSmllMrlbOfAipkZePFFCMOVnxeGtt55Zqa27sQJyOe3Zj+VUi2nwbNSSil1/Hh9ucbZs/WBc3+/HVXjTW+yP/v6ao+Fod2+oliEZ57Z8l1WSrWGBs9KKaXUyZO1+75va5wr+vvh9tthxw5wXfvz1a+uD6DHx+s7EUZfTynVUTR4VkoppSYn6+9Ha5wPHrQdBKNE7PoKYxa/hlKqI2nwrJRSShUKtfulUv1j0QxzVH9//XL0edHXU0p1FA2elVJKqWSydt9dMIprNrv0c6an65ejz4u+nlKqo2jwrJRSSg0O1t+PlmmcObP0UHXRToIii19DKdWRNHhWSimljhyp3U+l7AQoFdmsHc95fNyWZoyP2+VoRnrnTvu8pV5PKdVRdIZBpZRS6tgx+Pzna8PVHTwIExO14eqyWXj22aWf6zj1nQc9z47OoZTqSJp5VkoppTIZO35zRW8v3HyzDYxX4jh2u8oU3WBfJ53emv1USrWcBs9KKaUUwL332iC6YmjIjuc8NLT0UHXRxysyGbjvvqbsrlKqNbRsQymllAKbPb7/fnjooVr5Rm8vHD1qJ0CZnLQ1z65rOwRGa5zBlmvcfz/09DR/35VSTSNmYQ9iVUdE+oDp6elp+pYb61OpNub7o2SzXyafP4cxxdWfsICIRzp9gL6+byOVGtmCPVSqyc6dg4cfhlxu7c/JZGzgfODA1u2XUmpZ2WyWfjv2er8xZpnxJRtDg+dVaPCsOpnvX2J09GOEYX7Tr+U4aUZG3kMqtacBe6ZUi83Owhe/CCdO1LLQS/E8W+N8332acVaqhZoZPGvZhlLbWDb7REMCZ4AwzJPNPsHw8Dsa8npKtVRPD7ztbfCWt8Dx43DypC3bKBTsBCiDg3Y4umPH6uuklVIdT4NnpbYx379QvR+G8xSL4+t+Dc/bieN0lV/vYsP2TalYyGTgjjvsTSml0OBZqW3N83ZRLE4AIJJad92ziEcyeU11OZnc1fB9VEoppeJEh6pTahvr7r65el8kQSq1b13PT6X2IZKoLnd13dSwfVNKKaXiSINnpbax7u6jeF5tGmIbDHtreq6IVxdse94Q3d1HG76PSimlVJxo8KzUNibiMDBwT2R5cfY5k7me/v67yWSur1u/MOs8MHAPInpIUUop1dn0TKfUNrda9tn3zwNh+ae1dNb5lqbsr1JKKdVKGjwrtc2tln0OQ5/Z2ROEoV9dp1lnpZRS25We7ZRSq2afg6A23rxmnZVSSm1nGjwrpdZU+1yhWWellFLbmZ7xlFLA2kbe0KyzUkqp7U6DZ6UUsLbss2adlVJKbXd61lNKVa2Ufdass1JKKaXBs1IqYqXss2adlVJKKQ2elVILLJV9dpwuzTorpZRSaPCslFpgqexzT88xzTorpZRSaPCslFqCzT4PVZcdJ1W9r1lnpZRS25kGz0qpRUQchobeXpdttusT5fV66FBKKbU9ua3eAaVUPKXT+xkZeZDp6S9RKk3iuoP097+ZdHp/q3dNKaWUahkNnpVSy0qn95NOv6vVu6GUUkrFhl57VUoppZRSao1iFzyLyNtF5GURKYnIP4jITZHHjorIUyIyKSIfFBHZ7GNKKaWUUkqtVayCZxG5DvgI8PPAXuAs8Aflx1LAXwBPA68DbgYe3MxjSimllFJKrUesgmfgJuADxpg/McaMAb+HDXgBvhvoB37GGHMK+ADwo5t8TCmllFJKqTWLVYdBY8xfLlh1I/BS+f4x4EljzHx5+QQ2i7yZxxYpZ6pTkVW96/07lFJKKaVUZ2pJ5llEPiMiU0vcfiKyTRL4WeB3y6v6gNOVx40xBghEZHATjy3lF4DpyO3C5v9ipZRSSinVCVqVef5XQGaJ9ROR+/8PMAv89/JyCfAXbJ8Hujbx2OQS+/BrwIciy71oAK2UUkoppWhR8FyuZ16WiLwV+NfAHcaYYnn1BHB0waa9QGETjy21bz6RYFsH5lBKKaWUUhVx6zCIiFwLfAL4cWPMC5GHngLuiGx3CFubPLGJx5RSSimllFqzWAXPIpIB/hL4DPBZEekp3wR4DOgXkR8pb/7zwN8ZY4JNPKaUUkoppdSaie0/Fw8i8r3Ap5d46LAx5kz58T8CZoAEcI8x5vnIc9f92Br2qQ+Ynp6epq+vb8N/m1JKKaWU2hrZbJb+/n6AfmNMdit/V6yC57UQkb3YsZ8fN8ZcacRjq/y+PmD6/PnzGjwrpZRSSsVQNptl//79oMFz65WDbh1tQymllFIq/vYZYy5u5S/Q4HkV5Xrra7AlH1ulMhzevi3+PWp52gbxoO0QD9oO8aLtEQ/aDvGxXFv0Aq+YLQ5uYzXDYByVG2Brv8HUhsOb2epLDWpp2gbxoO0QD9oO8aLtEQ/aDvGxQls0pV1iNdqGUkoppZRScabBs1JKKaWUUmukwXM8+MAvs3gacdU82gbxoO0QD9oO8aLtEQ/aDvHR0rbQDoNKKaWUUkqtkWaelVJKKaWUWiMNnpVSSimllFojDZ6VUkoppZRaIw2elVJKKaWUWiMNnpXaBBHRz1ALVd5/iYyYr1pDRHaKyO5W74eqp58NpRpPT/xKrZOIHBaR14hInzEm1AC6NUTk1cBfiEh6q6diVSsTkduAx4HvLC/rZ6KFRCRd/pk0xhgNoJVqLD3AtRkROSQib2v1fmxXIvIA8HXgvwEnRGSPMSZs8W5tOyJyO/D3wNeNMfkW7862Vm6LJ4Ec8D4R6dHPROuIyFHgz0Xkb4Evicit5QBaz/dNpOfqeNiqdtAPU/t5NfBZEfneVu/IdiMiNwL/Ffhx4DuAx4DfipQO6OepCUTkBuBp4EPGmH8fWZ8o/9R2aBIReQ3wJeA/GWNuB04Cu8qPabazyUTkGuCvgOPAw8C3gMdF5FD5Kpm2SfPouToetqQd9CTTfuaAWeBPReSHW70z28wu4CljzMPGmBngs9i2MCKS0ZPT1iu/v+8EHjfG/AcRcUXkj0Tkk8Afi8j1mvVsDhEZAb4A/JYx5lfKX152A/8GQEtpWuJW4DljzAeMMR8xxjyAbaNfFhFP26Sp9FwdD1vSDho8t4kFQdmHsNnPj5fLCFRzZIEDInK4vHwz8B7gK8BTInJML49urfLJ/0+AHhH5N8BfAMPYTFsReEZE7gbNQDdBF/BOY8y/ExHHGBMA/xbYJyKHWrtr25YBXiMit0TW/QNwA+C2Zpe2NT1Xt8hWx0z6YYq5coePQmTVBeBZY8yfi0gAfFREMMY81KJd7GiV919EEsaY4yLyI8BlEXGBq8D9wHngB4BHROQmY8xoK/e5E0XawTXGnBKRnwI+BVw0xhyLbPdhbIbhVcaYyZbtcAertIUx5mXg5fKXlEpGcxzYAbwGOCMiotnOrRX5bAi2P8bXgO8SkRljzDngLuCNwPcDH2/hrm43Z4FePVc3V7NiJtHjWnyVO378e2yQdh74tDHmWyLiAaVylvM9wB8CD+qHsrGWeP//tBwwsFRQICKPA//NGKMnqAZaoh0+Y4z5poh8AHgD9gtMyRhTFJG92Brcf22M+duW7XSHirTFODY4+PPyl5lEOfOMiPwo8AvAd1Y+L2prLPhsnAU+CrwW+DmgH8gA/xu4BnjJGPPv9QtN45WvtNxdOfaXr8SE0fdaz9Vbr5kxk17WjCkRGQD+HHgZm0lIAH8nIq81xhTtJiLGmI8B/wL4HyLyYy3b4Q6zzPv/RRF5XWWT8nZe5GmT2Poq1SDLtMPnROQY8DvAvzDG5ICg/JQEtr7Nb/7edrYFbfE09srlF8vHpCBSJvMnwKPA91Q6carGW+KzkcaWaJwC/jk2gP45Y8zPAJ8B7heRHRo4b4lD2IzmvwCo9LuoDBOo5+qt1+yYScs24kuAGWy28+sAIjKN7TX6HmPM58udpQJjzMfEjuv56yLyJ8aYbCt3vEMs9/5/JvL+7wL+j3IJhwe8DvjJlu1xZ1qqHbLAXwLvMcZ8QUSOAK8TkQK2XMDFjvqgGmvVYxKAMWZGRE4AP4E9mV1q1Q53uOXa4/PYL5Wfi2z7CDAFDAATTd3LDlculylgs51/ICL9xpjfqDweHWdbz9Vbqqkxk2ae46sE7AXeWllhjPkw8EvYb7h3G2NKgFv+NvX7wLX6YWyY1d7/NxljLgPfxPZwTwNv1cvUDbdUO/wO8CvYzh93AT3AdwP/DngL8G5jzCst2NdOt+oxKbL+N7GfjUyT93E7Wao9fgv4v7Ht8WaolpiNAmdasZOdrpzJd4GPAN8H/BcR+ZmF20Qy0Hqu3hrNjZmMMXqL2Q1wyj9/Cnt59K0LHv832BKB68rLEv2pty1//38Km725tryc0Pe+Ze1wFdhTXu4F+lq93514W+8xSW/aHtvpBowA31e+/z3YMrKfWWI7PVdvzfvf9JhJM8/x9hfYGrYfFJE7oZpF+C1sp6jvgdp4qpWfqmGWe/9/Ezu73T8BMMYE+t5vqZXa4Ungn4EtFzCazdlqazomqabR9mghEXHKnQNHjTGfBjDG/BXwj4EPLpWBjv5UDde0mEmD55ip9NItL16DHb+2APxLEfmeBY19a9N3sMOt8/0/2vQd3CbW0Q4h+jnYUnpMihdtj3iotIOxo2p8l4jcWl6fMMb8NTaA/lUR+Xet3dPO1qrPg3YYjJHoP4LyB+792E5oXwHeDnxIRH4Ae/nhjvLjqkH0/Y8HbYf40LaIF22PeFjQDh/AdhS/F+yVyPLjfy0iPwj8oYj8njFGO2o2WCs/DzrOc4tJbTzI6Dip/xb4aexoAp8rr+sGbsLW7mSwQw99ythhutQG6fsfD9oO8aFtES/aHvGwSjs8YMqjzSyxfbcxRocwbbAFgXPTPw8aPLeIiHQZY+bFzphWiqz/OeD/AO43xnyxXK9jIj8dbKmONtwm6PsfD9oO8aFtES/aHvGw1nZY4fk6Kc0WatXnQYPnFijXRv0X7IgNZ4AvGGM+J3bq5/8E/LAx5gst3MWOpu9/PGg7xIe2Rbxoe8SDtkM8iMh+7MQmvxINgkXkh4Ffx2b+m9oOGjw3mYh0AY9hB7L/IjAE/GfsECsngB5jzNOt28POpu9/PGg7xIe2Rbxoe8SDtkN8iMhB4DTw68aYX4isfyNQNMZ8rdn7pB0Gmy/E9gR9zNgeuYjIeeCTwH8wxvyBSHU2Iv1m03j6/seDtkN8aFvEi7ZHPGg7xICIJLAz+H4L+GkRGTbG/BiAMeYfWrVfOlRdkxlj8kAX8I7IukeB7wd+SUT+lX4Qt46+//Gg7RAf2hbxou0RD9oO8WBs58w+7NwKrwW+V0T+oLV7pcFzU4jIiIjcLCLHyqt+BXi1iLynso0x5u+BHwF+Q0Teqh/KxtH3Px60HeJD2yJetD3iQdshHiLtcEt51deBTxtjXsAORfd9IvL/tm4PNXjeciJyO7bhPwn8nYj8uDHmU8DfAt8tIt9b2bZc8P5x4O4W7GpH0vc/HrQd4kPbIl60PeJB2yEeFrTDIyLyM8b6X+URT84AtwNvF5E/bNV+avC8hUSkH/sP4HexUwj/B+zlntcAvwOcA75fRH488jQPeF15eBW1Cfr+x4O2Q3xoW8SLtkc8aDvEwzLt8G9F5F4AY0ypHECfB14NfI+I/Gkr9lUbfWt1ATng48aYbwF/gp355s3GmAvAfwOeAH5URP5eRD4GfC/wx6Y23aTaOH3/40HbIT60LeJF2yMetB3iYbl2uA2qY2ZHA+g7gNeIyJ5m76gGz1tronw7AmDs9JxfA94ldnacl4HfB/4R8KXytj+K/ealNk/f/3jQdogPbYt40faIB22HeFiqHb4OvKv8eGV0k0oAfQa40Rhzqdk7quM8N5iI9AElAGNnJfp24HljzFj58e8BftkY8/oW7mbH0vc/HrQd4kPbIl60PeJB2yEeNtsO5Wx00wNZHee5gcTORvQHwDhwVkSeMsb8YfmxyjzszwK7ROSQMeaMiPwi4Btj/lPr9rwz6PsfD9oO8aFtES/aHvGg7RAPm2iHnDHmP0PrxtjW4LlBRCQJ/FfgSeD/BQaB3xeRm40xP2uMCcsdCwIgDZRE5CeAX8TW7ahN0Pc/HrQd4kPbIl60PeJB2yEe2r0dNHhunBL2/XzRGHMCQETuxg614hpjfrr8LeoVEXkWeAj7D+ANxpivtmyvO4e+//Gg7RAf2hbxou0RD9oO8dDW7aAdBjdJRPpFpK/cyC8A0cHULwP3Am8Rkd+JPK0PuAe4Iw7/CNqZvv/xoO0QH9oW8aLtEQ/aDvHQKe2gwfMmiJ2F6MvA34rI49jpIy+KyH+obFP+x/BW4AdE5N+UV38AuN4Yc7zZ+9xJ9P2PB22H+NC2iBdtj3jQdoiHTmoHDZ43SOy4gp8HPout27kA/EfgW8CrRORflet1MHYYld8GKlNNft7YoW/UBun7Hw/aDvGhbREv2h7xoO0QD53WDlrzvHF7gReMMf8OQERewP6D+Ap2nMJvBw5ivzEBdAN3iEjKGOO3YH87jb7/8aDtEB/aFvGi7REP2g7x0FHtoJnnjQuAPSJyPYAx5nlsXc4x4EPA/wReLSJnROQzwPuA34/jP4I2pe9/PGg7xIe2Rbxoe8SDtkM8dFQ76CQpGyQiCeAHgL8CZsrDqvwccNQY84CIJIwxgYi8F/sP5DjwWFz/IbQbff/jQdshPrQt4kXbIx60HeKh09pByzY2qNzIf2aMKUZWnwX+hYj0GGNmReRfAl+LS+/QTqLvfzxoO8SHtkW8aHvEg7ZDPHRaO2jZxiYs+EcAcL68flZEfgb4faDQ9B3bJvT9jwdth/jQtogXbY940HaIh05qBy3baCARGcTW7ZwC7gfuMsY83dq92j70/Y8HbYf40LaIF22PeNB2iId2bgcNnhtIRIaBMWxh/OuNMc+0do+2F33/40HbIT60LeJF2yMetB3ioZ3bQYPnBhORnwL+xhjzjVbvy3ak7388aDvEh7ZFvGh7xIO2Qzy0azto8NxgIuIYO+2kagF9/+NB2yE+tC3iRdsjHrQd4qFd20GDZ6WUUkoppdZIR9tQSimllFJqjTR4VkoppZRSao00eFZKKaWUUmqNNHhWSqltTkTeICLdS6x3RSTdin1SSqm40uBZKaU6iIgEIvKiiDy3xG1ORN69xNP+CHh3+fk3loePAvgz4Ieate9KKdUO3FbvgFJKqYYqAm82xlxd+ICIPAJkF6y7B0gCHymveidwB/CbwF8A3w18dOt2Vyml2otmnpVSqrP4qzxeXLD874HfNsYURcQB/jnwu+XHPgP8YxHZ09hdVEqp9qXBs1JKdZY1D94vIt8JvAU4X171I0DWGPPXAMaYceD3gP/Y6J1USql2pWUbSinVeb4kIsES6w9X7ohILzYwnigvHwA+BLxtwXN+BfiGiPwzY8yfbdH+KqVU29DgWSmlOovHyjXPFT8IPAYMAsPA3wGngf8tIoUFT30G+EMR+bIx5tJW7LRSSrULLdtQSqkOISIu0LWWbY0xfwC8t7w4CfwXbEfBNwGTxpghY8wQNqh+GLhNA2ellNLMs1JKdZKd5Z9fFZGlHh+JLpQ7CQKUjDH/HUBEBoHRyGYeMGeMOdPwvVVKqTakwbNSSnWO1wLnjTGHlnpwQdnGct4EfDWynAZym94zpZTqEFq2oZRSnePdwN+s8znVFLWIZID3AJ+OPN4HzG5+15RSqjNo5lkppTqAiLwG+H7g9Us8dh22Fno/i8eBTgKuiPQBnwS+Zox5TESuL29/FHhlK/ddKaXaiWaelVKqzZUnN/k94DeNMceX2OR92FKMUeBrCx5LYuua3wsEwIPl9f8YO1nK7xtjXtyC3VZKqbYkxqx5PH2llFIxJSJpoGCMCZd4zAUCs8oBX0ScpZ6vlFKqRoNnpZRSSiml1kjLNpRSSimllFojDZ6VUkoppZRaIw2elVJKKaWUWiMNnpVSSimllFojDZ6VUkoppZRaIw2elVJKKaWUWiMNnpVSSimllFojDZ6VUkoppZRaIw2elVJKKaWUWqP/P5XlKVvrKNOzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "companies = [\"三明亿源电力工程建设有限公司沙县电气设备分公司\",\"长乐一开电力成套设备有限责任公司\",\"泉州亿力电气技术设备有限公司\",\"广州南方电力集团电器有限公司增城分公司\"]\n",
    "shape=['o','s','^','v']\n",
    "color=['r','c','b','y']\n",
    "data_selected=[0]*len(companies)\n",
    "name=[0]*len(companies)\n",
    "values=[0]*len(companies)\n",
    "time=[0]*len(companies)\n",
    "\n",
    "plt.figure(figsize=(8,7),dpi=100)\n",
    "for i in range(len(companies)):\n",
    "    data_selected[i]=data[data.要货单位.isin([companies[i]])]\n",
    "    #name[i]=data_selected[i]['要货单位']\n",
    "    values[i]=data_selected[i]['金额']\n",
    "    time[i]=data_selected[i]['要货日期']\n",
    "    plt.scatter(x=time[i],y=values[i],s=100,marker=shape[i],norm=0,c=color[i],alpha=0.5,linewidth=5)\n",
    "plt.xlabel(\"月份\")\n",
    "plt.ylabel(\"总金额\")\n",
    "plt.title(\"散点图\")\n",
    "plt.legend(companies)\n",
    "a=plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x2000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,20),dpi=100)\n",
    "plt.title('2020年每月总金额(元)')\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('总金额')\n",
    "label=[pd.Timestamp(2020,i,1).to_period('M') for i in range(1,13,1)]\n",
    "y=[0]*13\n",
    "for i in range(len(data)-1):\n",
    "    y[data['订单日期'][i].month]+=data['金额'][i]\n",
    "plt.bar(range(12),y[1:],width=0.9,color='c')\n",
    "plt.xticks(range(12),label,rotation=45)\n",
    "plt.savefig('2020年1-12月份销售明细.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "要货单位\n",
       "一仁电力设备有限公司                   7000.00\n",
       "七星电气股份有限公司                 119638.00\n",
       "七星电气股份有限公司  （陈碧钦）           13510.00\n",
       "三明亿源电力工程建设有限公司沙县电气设备分公司     59214.26\n",
       "三明市鑫源电力工程有限公司                4900.00\n",
       "                             ...    \n",
       "默赜电气                          480.00\n",
       "龙岩亿力电力工程有限公司龙岩经开区分公司         3457.80\n",
       "龙岩市天隆电气有限公司                  6600.00\n",
       "龙岩星海                         4200.00\n",
       "龙岩翔辉                         2670.00\n",
       "Name: 不含税金额, Length: 217, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Groupsum1 =data['订单数量'].astype(float).groupby([data['品名'],data['规格型号']]).sum() \n",
    "Groupsum1.head(9999)\n",
    "Groupsum2 =data['不含税金额'].astype(float).groupby(data['要货单位']).sum()\n",
    "Groupsum2.head(9999)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0             订单号码       订单日期  内部编码            合同号 订单类型 要货单位编码  \\\n",
      "0         1.0  P-01-2001020002 2020-01-02   NaN  XG20200102001   普通   K852   \n",
      "1         2.0  P-01-2001020002 2020-01-02   NaN  XG20200102001   普通   K852   \n",
      "2         3.0  P-01-2001020002 2020-01-02   NaN  XG20200102001   普通   K852   \n",
      "3         4.0  P-01-2001020002 2020-01-02   NaN  XG20200102001   普通   K852   \n",
      "4         5.0  P-01-2001020002 2020-01-02   NaN  XG20200102001   普通   K852   \n",
      "\n",
      "         要货单位  结算方式 业务部门  ...   不含税金额  结算系数 税额  明细备注 发往地址  开单  审批   备注  数值字段3  \\\n",
      "0  福建伊顿电气有限公司   NaN  销售部  ...  2920.0   1.0  0   NaN  NaN  谢娜  谢娜  NaN      0   \n",
      "1  福建伊顿电气有限公司   NaN  销售部  ...  1840.0   1.0  0   NaN  NaN  谢娜  谢娜  NaN      0   \n",
      "2  福建伊顿电气有限公司   NaN  销售部  ...  1740.0   1.0  0   NaN  NaN  谢娜  谢娜  NaN      0   \n",
      "3  福建伊顿电气有限公司   NaN  销售部  ...  1740.0   1.0  0   NaN  NaN  谢娜  谢娜  NaN      0   \n",
      "4  福建伊顿电气有限公司   NaN  销售部  ...  1740.0   1.0  0   NaN  NaN  谢娜  谢娜  NaN      0   \n",
      "\n",
      "   数值字段4  \n",
      "0      0  \n",
      "1      0  \n",
      "2      0  \n",
      "3      0  \n",
      "4      0  \n",
      "\n",
      "[5 rows x 38 columns]\n",
      "RangeIndex(start=0, stop=2029, step=1)\n",
      "[[1.0 'P-01-2001020002' Timestamp('2020-01-02 00:00:00') ... nan 0 0]\n",
      " [2.0 'P-01-2001020002' Timestamp('2020-01-02 00:00:00') ... nan 0 0]\n",
      " [3.0 'P-01-2001020002' Timestamp('2020-01-02 00:00:00') ... nan 0 0]\n",
      " ...\n",
      " [2027.0 'P-01-2012200002' Timestamp('2020-12-20 00:00:00') ... nan 0 0]\n",
      " [2028.0 'P-01-2012200002' Timestamp('2020-12-20 00:00:00') ... nan 0 0]\n",
      " [nan nan NaT ... nan 0 0]]\n",
      "总共有多少订单 2029\n",
      "                订单号码          要货单位    规格型号  订单数量\n",
      "0    P-01-2001020002    福建伊顿电气有限公司   30/5A     4\n",
      "1    P-01-2001020002    福建伊顿电气有限公司  100/5A     2\n",
      "2    P-01-2001020002    福建伊顿电气有限公司   30/5A     2\n",
      "3    P-01-2001020002    福建伊顿电气有限公司   50/5A     2\n",
      "4    P-01-2001020002    福建伊顿电气有限公司   60/5A     2\n",
      "..               ...           ...     ...   ...\n",
      "295  P-01-2002260009   福建精铭开关厂有限公司   40/5A     4\n",
      "296  P-01-2002260009   福建精铭开关厂有限公司  10/0.1     4\n",
      "297  P-01-2002260009   福建精铭开关厂有限公司  10/0.1     2\n",
      "298  P-01-2002260010  厦门电力成套设备有限公司  250/5A     1\n",
      "299  P-01-2002260010  厦门电力成套设备有限公司  400/5A     3\n",
      "\n",
      "[300 rows x 4 columns]\n",
      "订单数量排序结果：\n",
      "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x000002B5F4D2E850>\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>订单数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>要货单位</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>一仁电力设备有限公司</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>七星电气股份有限公司</th>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>七星电气股份有限公司  （陈碧钦）</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>三明亿源电力工程建设有限公司沙县电气设备分公司</th>\n",
       "      <td>1474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>三明市鑫源电力工程有限公司</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>默赜电气</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙岩亿力电力工程有限公司龙岩经开区分公司</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙岩市天隆电气有限公司</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙岩星海</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙岩翔辉</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>217 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         订单数量\n",
       "要货单位                         \n",
       "一仁电力设备有限公司                  8\n",
       "七星电气股份有限公司                149\n",
       "七星电气股份有限公司  （陈碧钦）          20\n",
       "三明亿源电力工程建设有限公司沙县电气设备分公司  1474\n",
       "三明市鑫源电力工程有限公司               6\n",
       "...                       ...\n",
       "默赜电气                        6\n",
       "龙岩亿力电力工程有限公司龙岩经开区分公司        5\n",
       "龙岩市天隆电气有限公司                 8\n",
       "龙岩星海                       60\n",
       "龙岩翔辉                       42\n",
       "\n",
       "[217 rows x 1 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd;\n",
    "import numpy as np;\n",
    "detail=pd.read_excel(\"2020年1-12月份销售明细.xlsx\")\n",
    "print(detail.head())\n",
    "print(detail.index)\n",
    "print(detail.values)\n",
    "print(\"总共有多少订单\",len(detail))\n",
    "#前三百个客户\n",
    "idaccount=detail[['订单号码','要货单位','规格型号','订单数量']][:300]\n",
    "print(idaccount)\n",
    "detailGroup=idaccount.groupby(by='订单数量')\n",
    "print(\"订单数量排序结果：\")\n",
    "print(detailGroup)\n",
    "detaildata2=pd.pivot_table(detail[['订单数量','要货单位','规格型号']],index=['要货单位'],aggfunc=np.sum)\n",
    "detaildata2"
   ]
  }
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